library(dplyr)
library(ggplot2)
root = "./"
source(file.path(root,"MAIN.R"))
import_parameters(params)## **** __Utilized Cores__ **** = 2$subsetGenes
## [1] "protein_coding"
##
## $subsetCells
## [1] 500
##
## $resolution
## [1] 0.6
##
## $resultsPath
## [1] "./Results"
##
## $nCores
## [1] 2
##
## $perplexity
## [1] 30
Find genes of interest through graph-autocorrelation analysis.
find_gene_modules essentially runs UMAP on the genes (as opposed to the cells) and then groups them into modules using Louvain community analysis.set.seed(2019)
gene_module_df = monocle3::find_gene_modules(cds[var.genes[1:1000], ],
# resolution=1e-2,
reduction_method = "UMAP",
max_components = 3,
cores=nCores,
umap.fast_sgd = F, # Slower but determinstic results
random_seed = 2019)
data.table::fwrite(gene_module_df, "./Results/sc.modules_by_gene.txt", sep="\t")
createDT(gene_module_df)# Create pheatmap table
cell_group_df = tibble::tibble(cell=row.names(SummarizedExperiment::colData(cds)),
cell_group=monocle3::clusters(cds)[colnames(cds)])
agg_mat = monocle3::aggregate_gene_expression(cds, gene_module_df, cell_group_df)
row.names(agg_mat) = stringr::str_c("Module ", row.names(agg_mat))
colnames(agg_mat) = stringr::str_c("Cluster ", colnames(agg_mat))
module_cluster_exp <- data.frame(as.matrix(agg_mat))
data.table::fwrite(data.table::data.table(module_cluster_exp, keep.rownames = "Module"),
"./Results/sc.modules_by_cluster.txt", sep="\t" )
# Plot
pheatmap::pheatmap(agg_mat, cluster_rows=T, cluster_cols=F,
scale="column", clustering_method="ward.D2",
fontsize=6) # plotly R documentation: https://plot.ly/r/
# rgl::plot3d(x = gene_module_df$dim_1, y=gene_module_df$dim_2, z=gene_module_df$dim_3, )
p.3d <- plotly::plot_ly(gene_module_df,
x = ~dim_1, y = ~dim_2, z = ~dim_3,
color = ~module,
text = ~paste("Gene:",id),
colors = "Dark2",
# alpha = .7,
size = 5
) %>%
plotly::layout(title = 'scRNA-seq Gene Co-expression Modules') %>%
plotly::add_markers() %>%
plotly::layout(scene = list(xaxis = list(title = 'UMAP 1'),
yaxis = list(title = 'UMAP 2'),
zaxis = list(title = 'UMAP 3')))
htmltools::tagList(setNames(list(p.3d), NULL)) # Prepare bulk modules
bulk.modules <- data.table::fread("./Data/Katia_Modules/Gene_modules.tbl.txt")
# bulk.modules$ensembl.id <- gsub("\\.*","", bulk.modules$gene_ids)
# ensembl.dict <- ENSG_to_HGNC(ensembl_ids = unique(bulk.modules$gene_ids),
# reference_genome="grch38",
# input = "ensembl_transcript_id")
if(!file.exists("./Data/Katia_Modules/ens.geneid.gencode.v30")){
system("scp schilb03@chimera.hpc.mssm.edu:/sc/hydra/projects/pd-omics/GRCH38.p12/ens.geneid.gencode.v30 ./Data/Katia_Modules")
}
ensembl.dt <- data.table::fread("./Data/Katia_Modules/ens.geneid.gencode.v30")
ensembl.dict <- setNames(ensembl.dt$GeneSymbol, ensembl.dt$gene_id)
bulk.modules$gene.symbol <- ensembl.dict[bulk.modules$gene_ids]
bulk.modules <- bulk.modules %>% dplyr::rename(module=moduleColors)
createDT(bulk.modules)## Warning in instance$preRenderHook(instance): It seems your data is too
## big for client-side DataTables. You may consider server-side processing:
## https://rstudio.github.io/DT/server.html
# Prepare sc modules
sc.modules <- data.table::fread("./Results/sc.modules_by_gene.txt") %>% dplyr::rename(gene.symbol=id)
createDT(sc.modules)genomeSize <- length(union(unique(bulk.modules$gene.symbol), monocle3::fData(cds)$gene_short_name))
MOD.dt <- module_vs_module_enrichment(mod.df1 = bulk.modules,
mod.df2 = sc.modules,
genomeSize = genomeSize,
verbose = F) ## [1] "mod.df1 contains 66 unique modules."
## [1] "mod.df2 contains 17 unique modules."
## [1] "Conducting enrichment tests on 1122 module-module combinations..."
## [1] "1122 enrichment tests conducted in 1.61 seconds."
## [1] "25 enrichment tests were significant (at FDR ≤ 0.05)."
## [1] "22.73% of mod.df1 modules showed enrichment for a mod.df2 module."
## [1] "82.35% of mod.df2 modules showed enrichment for a mod.df1 module."
# library(heatmaply)
mod.cast <- reshape2::acast(MOD.dt,
Module1.name~Module2.name,
value.var="Jaccard.index")
hm <- heatmaply::heatmaply(mod.cast,
k_row = 5, k_col = 5,
height = 10,
column_text_angle = 0,
xlab = "scRNA-seq Louvain Modules",
ylab = "bulk RNA-seq WGCNA Modules",
cexRow = .7,
key.title = "Jaccard Index") # file = "module-module.heatmap.html"## Registered S3 method overwritten by 'seriation':
## method from
## reorder.hclust gclus
mod.enrich.path <- "./Results/gprofiler2.module.enrichment.txt"
if(file.exists(mod.enrich.path)){
print(paste("Module GO Enrichment file detected. Importing...",mod.enrich.path))
mod.enrich <- data.table::fread(mod.enrich.path)
} else {
bulk.mod.enrich <- gprofiler2.module_enrichment(bulk.modules, dataset = "bulk-RNA-seq")
sc.mod.enrich <- gprofiler2.module_enrichment(sc.modules, dataset = "sc-RNA-seq")
# Merge
mod.enrich <- data.table::rbindlist(list(bulk.mod.enrich, sc.mod.enrich))
# Correct for multiple tests
mod.enrich <- mod.enrich %>% dplyr::mutate(FDR = p.adjust(p_value, method="fdr"),
Bonferroni = p.adjust(p_value, method="bonferroni")) %>% data.frame()
mod.enrich[mod.enrich == "NULL"] <- NA # is.na(mod.enrich) <- mod.enrich == "NULL"
data.table::fwrite(mod.enrich, mod.enrich.path, sep="\t")
}## [1] "Module GO Enrichment file detected. Importing... ./Results/gprofiler2.module.enrichment.txt"
mm.overlap <- module_vs_module_enrichment.terms(MOD.dt = MOD.dt,
mod.enrich = mod.enrich.sig,
top.terms = F,
row.limit = F)## [1] "Comparing overlap of enrichment terms for all module-module combinations."
# Prepare dataframe
jaccard.corr <- merge(x = MOD.dt[,c("Module1.name","Module2.name","Jaccard.index")] %>%
dplyr::rename(Jaccard.index.gene=Jaccard.index),
y = mm.overlap[,c("Module1.name","Module2.name","Jaccard.index",
"Module1.top.term","Module2.top.term")] %>%
dplyr::rename(Jaccard.index.term=Jaccard.index),
by=c("Module1.name","Module2.name"))
# Remove zeros
# jaccard.corr <- subset(jaccard.corr, Jaccard.index.gene > 0 & Jaccard.index.term > 0)
## Histogram
ggplot(jaccard.corr) +
geom_histogram(aes(Jaccard.index.gene, fill="Jaccard.index.gene"), alpha=.5) +
geom_histogram(aes(Jaccard.index.term, fill="Jaccard.index.term"), alpha=.5)## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## Correlation scatterplot
jaccard.corr <- jaccard.corr %>%
# label.dat <- subset(jaccard.corr, (Jaccard.index.gene >= .05| Jaccard.index.term >=.2) ) %>%
dplyr::mutate(Label=paste0("x: ",round(Jaccard.index.gene,2),
"\ny: ",round(Jaccard.index.term,2),
"\n\n",
# Mod 1
"Mod1 name: ",Module1.name,
"\nTop Term: ",Module1.top.term,
"\n\n",
# Mod 2
"Mod2 name: ",Module2.name,
"\nTop Term: ",Module2.top.term),
Jaccard.sum = Jaccard.index.gene + Jaccard.index.term)
corr.stat <- cor(jaccard.corr$Jaccard.index.gene, jaccard.corr$Jaccard.index.term, method="pearson")
# Scatterplot
sp <- ggplot(jaccard.corr, aes(x=Jaccard.index.gene, y=Jaccard.index.term, text=Label, color=Jaccard.sum)) +
geom_point() +
# ggrepel::geom_text_repel(data = label.dat, aes(label=Label)) +
geom_smooth(method=lm, se=T) +
labs(title = "Correlation between gene-level vs.term-level module-module Jaccard similarities",
subtitle = paste("Pearson's r =",round(corr.stat,3)))
ggp <- plotly::ggplotly(sp, tooltip ="text" )
htmltools::tagList(list(ggp)) # module-module comparisons
MOD.dt <- data.table::fread("./Results/bulk.modules_vs_sc.modules.txt") %>%
arrange(FDR)
MOD.dt## Module1.name Module2.name Module1.size Module2.size
## 1 green 2 534 104
## 2 pink 8 236 82
## 3 lightyellow 2 130 104
## 4 red 4 517 66
## 5 pink 14 236 88
## 6 skyblue1 14 35 88
## 7 red 16 517 100
## 8 yellowgreen 11 72 25
## 9 darkmagenta 7 148 78
## 10 darkmagenta 10 148 64
## 11 darkmagenta 6 148 58
## 12 darkmagenta 12 148 58
## 13 sienna3 12 72 58
## 14 lavenderblush3 10 41 64
## 15 plum1 13 69 80
## 16 black 17 243 44
## 17 skyblue3 16 70 100
## 18 purple 3 225 53
## 19 mediumpurple3 7 63 78
## 20 white 6 90 58
## 21 darkmagenta 2 148 104
## 22 sienna3 7 72 78
## 23 green 6 534 58
## 24 red 5 517 24
## 25 white 7 90 78
## 26 sienna3 2 72 104
## 27 lightyellow 15 130 32
## 28 plum2 8 50 82
## 29 sienna3 6 72 58
## 30 steelblue 6 77 58
## 31 green 12 534 58
## 32 mediumpurple3 13 63 80
## 33 cyan 15 169 32
## 34 purple 5 225 24
## 35 skyblue3 9 70 24
## 36 lightyellow 14 130 88
## 37 indianred4 6 32 58
## 38 orange 4 92 66
## 39 lightcoral 10 32 64
## 40 lightpink4 3 43 53
## 41 orange 7 92 78
## 42 lightpink4 12 43 58
## 43 coral1 10 40 64
## 44 grey60 17 920 44
## 45 darkmagenta 3 148 53
## 46 purple 10 225 64
## 47 saddlebrown 16 81 100
## 48 purple 4 225 66
## 49 darkturquoise 13 100 80
## 50 green 7 534 78
## 51 midnightblue 1 165 20
## 52 yellow4 14 38 88
## 53 royalblue 7 117 78
## 54 green 10 534 64
## 55 mediumpurple3 12 63 58
## 56 ivory 10 58 64
## 57 darkmagenta 4 148 66
## 58 ivory 4 58 66
## 59 sienna3 3 72 53
## 60 mediumpurple3 4 63 66
## 61 blue 3 1107 53
## 62 plum1 10 69 64
## 63 ivory 7 58 78
## 64 lightcyan1 7 59 78
## 65 sienna3 10 72 64
## 66 pink 1 236 20
## 67 darkmagenta 15 148 32
## 68 skyblue 12 82 58
## 69 darkmagenta 13 148 80
## 70 orangered4 7 64 78
## 71 darkolivegreen 5 218 24
## 72 firebrick4 5 30 24
## 73 brown4 16 55 100
## 74 green 11 534 25
## 75 white 10 90 64
## 76 purple 12 225 58
## 77 skyblue1 5 35 24
## 78 green 13 534 80
## 79 purple 16 225 100
## 80 yellow4 5 38 24
## 81 yellow4 9 38 24
## 82 darkmagenta 17 148 44
## 83 navajowhite2 5 44 24
## 84 midnightblue 14 165 88
## 85 lavenderblush3 11 41 25
## 86 skyblue1 15 35 32
## 87 thistle2 9 49 24
## 88 plum1 2 69 104
## 89 white 13 90 80
## 90 coral1 15 40 32
## 91 turquoise 4 2317 66
## 92 turquoise 17 2317 44
## 93 turquoise 13 2317 80
## 94 turquoise 2 2317 104
## 95 turquoise 3 2317 53
## 96 turquoise 8 2317 82
## 97 turquoise 14 2317 88
## 98 turquoise 6 2317 58
## 99 turquoise 7 2317 78
## 100 turquoise 5 2317 24
## 101 turquoise 16 2317 100
## 102 turquoise 11 2317 25
## 103 turquoise 15 2317 32
## 104 turquoise 10 2317 64
## 105 turquoise 1 2317 20
## 106 turquoise 12 2317 58
## 107 turquoise 9 2317 24
## 108 bisque4 4 145 66
## 109 bisque4 17 145 44
## 110 bisque4 13 145 80
## 111 bisque4 2 145 104
## 112 bisque4 3 145 53
## 113 bisque4 8 145 82
## 114 bisque4 14 145 88
## 115 bisque4 6 145 58
## 116 bisque4 7 145 78
## 117 bisque4 5 145 24
## 118 bisque4 16 145 100
## 119 bisque4 11 145 25
## 120 bisque4 15 145 32
## 121 bisque4 10 145 64
## 122 bisque4 1 145 20
## 123 bisque4 12 145 58
## 124 bisque4 9 145 24
## 125 brown 4 898 66
## 126 brown 17 898 44
## 127 brown 13 898 80
## 128 brown 2 898 104
## 129 brown 3 898 53
## 130 brown 8 898 82
## 131 brown 14 898 88
## 132 brown 6 898 58
## 133 brown 7 898 78
## 134 brown 5 898 24
## 135 brown 16 898 100
## 136 brown 11 898 25
## 137 brown 15 898 32
## 138 brown 10 898 64
## 139 brown 1 898 20
## 140 brown 12 898 58
## 141 brown 9 898 24
## 142 skyblue3 4 70 66
## 143 skyblue3 17 70 44
## 144 skyblue3 13 70 80
## 145 skyblue3 2 70 104
## 146 skyblue3 3 70 53
## 147 skyblue3 8 70 82
## 148 skyblue3 14 70 88
## 149 skyblue3 6 70 58
## 150 skyblue3 7 70 78
## 151 skyblue3 5 70 24
## 152 skyblue3 11 70 25
## 153 skyblue3 15 70 32
## 154 skyblue3 10 70 64
## 155 skyblue3 1 70 20
## 156 skyblue3 12 70 58
## 157 red 17 517 44
## 158 red 13 517 80
## 159 red 2 517 104
## 160 red 3 517 53
## 161 red 8 517 82
## 162 red 14 517 88
## 163 red 6 517 58
## 164 red 7 517 78
## 165 red 11 517 25
## 166 red 15 517 32
## 167 red 10 517 64
## 168 red 1 517 20
## 169 red 12 517 58
## 170 red 9 517 24
## 171 blue 4 1107 66
## 172 blue 17 1107 44
## 173 blue 13 1107 80
## 174 blue 2 1107 104
## 175 blue 8 1107 82
## 176 blue 14 1107 88
## 177 blue 6 1107 58
## 178 blue 7 1107 78
## 179 blue 5 1107 24
## 180 blue 16 1107 100
## 181 blue 11 1107 25
## 182 blue 15 1107 32
## 183 blue 10 1107 64
## 184 blue 1 1107 20
## 185 blue 12 1107 58
## 186 blue 9 1107 24
## 187 darkorange2 4 128 66
## 188 darkorange2 17 128 44
## 189 darkorange2 13 128 80
## 190 darkorange2 2 128 104
## 191 darkorange2 3 128 53
## 192 darkorange2 8 128 82
## 193 darkorange2 14 128 88
## 194 darkorange2 6 128 58
## 195 darkorange2 7 128 78
## 196 darkorange2 5 128 24
## 197 darkorange2 16 128 100
## 198 darkorange2 11 128 25
## 199 darkorange2 15 128 32
## 200 darkorange2 10 128 64
## 201 darkorange2 1 128 20
## 202 darkorange2 12 128 58
## 203 darkorange2 9 128 24
## 204 greenyellow 4 315 66
## 205 greenyellow 17 315 44
## 206 greenyellow 13 315 80
## 207 greenyellow 2 315 104
## 208 greenyellow 3 315 53
## 209 greenyellow 8 315 82
## 210 greenyellow 14 315 88
## 211 greenyellow 6 315 58
## 212 greenyellow 7 315 78
## 213 greenyellow 5 315 24
## 214 greenyellow 16 315 100
## 215 greenyellow 11 315 25
## 216 greenyellow 15 315 32
## 217 greenyellow 10 315 64
## 218 greenyellow 1 315 20
## 219 greenyellow 12 315 58
## 220 greenyellow 9 315 24
## 221 darkolivegreen 4 218 66
## 222 darkolivegreen 17 218 44
## 223 darkolivegreen 13 218 80
## 224 darkolivegreen 2 218 104
## 225 darkolivegreen 3 218 53
## 226 darkolivegreen 8 218 82
## 227 darkolivegreen 14 218 88
## 228 darkolivegreen 6 218 58
## 229 darkolivegreen 7 218 78
## 230 darkolivegreen 16 218 100
## 231 darkolivegreen 11 218 25
## 232 darkolivegreen 15 218 32
## 233 darkolivegreen 10 218 64
## 234 darkolivegreen 1 218 20
## 235 darkolivegreen 12 218 58
## 236 darkolivegreen 9 218 24
## 237 grey60 4 920 66
## 238 grey60 13 920 80
## 239 grey60 2 920 104
## 240 grey60 3 920 53
## 241 grey60 8 920 82
## 242 grey60 14 920 88
## 243 grey60 6 920 58
## 244 grey60 7 920 78
## 245 grey60 5 920 24
## 246 grey60 16 920 100
## 247 grey60 11 920 25
## 248 grey60 15 920 32
## 249 grey60 10 920 64
## 250 grey60 1 920 20
## 251 grey60 12 920 58
## 252 grey60 9 920 24
## 253 orangered3 4 34 66
## 254 orangered3 17 34 44
## 255 orangered3 13 34 80
## 256 orangered3 2 34 104
## 257 orangered3 3 34 53
## 258 orangered3 8 34 82
## 259 orangered3 14 34 88
## 260 orangered3 6 34 58
## 261 orangered3 7 34 78
## 262 orangered3 5 34 24
## 263 orangered3 16 34 100
## 264 orangered3 11 34 25
## 265 orangered3 15 34 32
## 266 orangered3 10 34 64
## 267 orangered3 1 34 20
## 268 orangered3 12 34 58
## 269 orangered3 9 34 24
## 270 plum1 4 69 66
## 271 plum1 17 69 44
## 272 plum1 3 69 53
## 273 plum1 8 69 82
## 274 plum1 14 69 88
## 275 plum1 6 69 58
## 276 plum1 7 69 78
## 277 plum1 5 69 24
## 278 plum1 16 69 100
## 279 plum1 11 69 25
## 280 plum1 15 69 32
## 281 plum1 1 69 20
## 282 plum1 12 69 58
## 283 plum1 9 69 24
## 284 cyan 4 169 66
## 285 cyan 17 169 44
## 286 cyan 13 169 80
## 287 cyan 2 169 104
## 288 cyan 3 169 53
## 289 cyan 8 169 82
## 290 cyan 14 169 88
## 291 cyan 6 169 58
## 292 cyan 7 169 78
## 293 cyan 5 169 24
## 294 cyan 16 169 100
## 295 cyan 11 169 25
## 296 cyan 10 169 64
## 297 cyan 1 169 20
## 298 cyan 12 169 58
## 299 cyan 9 169 24
## 300 pink 4 236 66
## 301 pink 17 236 44
## 302 pink 13 236 80
## 303 pink 2 236 104
## 304 pink 3 236 53
## 305 pink 6 236 58
## 306 pink 7 236 78
## 307 pink 5 236 24
## 308 pink 16 236 100
## 309 pink 11 236 25
## 310 pink 15 236 32
## 311 pink 10 236 64
## 312 pink 12 236 58
## 313 pink 9 236 24
## 314 yellowgreen 4 72 66
## 315 yellowgreen 17 72 44
## 316 yellowgreen 13 72 80
## 317 yellowgreen 2 72 104
## 318 yellowgreen 3 72 53
## 319 yellowgreen 8 72 82
## 320 yellowgreen 14 72 88
## 321 yellowgreen 6 72 58
## 322 yellowgreen 7 72 78
## 323 yellowgreen 5 72 24
## 324 yellowgreen 16 72 100
## 325 yellowgreen 15 72 32
## 326 yellowgreen 10 72 64
## 327 yellowgreen 1 72 20
## 328 yellowgreen 12 72 58
## 329 yellowgreen 9 72 24
## 330 green 4 534 66
## 331 green 17 534 44
## 332 green 3 534 53
## 333 green 8 534 82
## 334 green 14 534 88
## 335 green 5 534 24
## 336 green 16 534 100
## 337 green 15 534 32
## 338 green 1 534 20
## 339 green 9 534 24
## 340 orange 17 92 44
## 341 orange 13 92 80
## 342 orange 2 92 104
## 343 orange 3 92 53
## 344 orange 8 92 82
## 345 orange 14 92 88
## 346 orange 6 92 58
## 347 orange 5 92 24
## 348 orange 16 92 100
## 349 orange 11 92 25
## 350 orange 15 92 32
## 351 orange 10 92 64
## 352 orange 1 92 20
## 353 orange 12 92 58
## 354 orange 9 92 24
## 355 white 4 90 66
## 356 white 17 90 44
## 357 white 2 90 104
## 358 white 3 90 53
## 359 white 8 90 82
## 360 white 14 90 88
## 361 white 5 90 24
## 362 white 16 90 100
## 363 white 11 90 25
## 364 white 15 90 32
## 365 white 1 90 20
## 366 white 12 90 58
## 367 white 9 90 24
## 368 tan 4 177 66
## 369 tan 17 177 44
## 370 tan 13 177 80
## 371 tan 2 177 104
## 372 tan 3 177 53
## 373 tan 8 177 82
## 374 tan 14 177 88
## 375 tan 6 177 58
## 376 tan 7 177 78
## 377 tan 5 177 24
## 378 tan 16 177 100
## 379 tan 11 177 25
## 380 tan 15 177 32
## 381 tan 10 177 64
## 382 tan 1 177 20
## 383 tan 12 177 58
## 384 tan 9 177 24
## 385 saddlebrown 4 81 66
## 386 saddlebrown 17 81 44
## 387 saddlebrown 13 81 80
## 388 saddlebrown 2 81 104
## 389 saddlebrown 3 81 53
## 390 saddlebrown 8 81 82
## 391 saddlebrown 14 81 88
## 392 saddlebrown 6 81 58
## 393 saddlebrown 7 81 78
## 394 saddlebrown 5 81 24
## 395 saddlebrown 11 81 25
## 396 saddlebrown 15 81 32
## 397 saddlebrown 10 81 64
## 398 saddlebrown 1 81 20
## 399 saddlebrown 12 81 58
## 400 saddlebrown 9 81 24
## 401 darkgreen 4 106 66
## 402 darkgreen 17 106 44
## 403 darkgreen 13 106 80
## 404 darkgreen 2 106 104
## 405 darkgreen 3 106 53
## 406 darkgreen 8 106 82
## 407 darkgreen 14 106 88
## 408 darkgreen 6 106 58
## 409 darkgreen 7 106 78
## 410 darkgreen 5 106 24
## 411 darkgreen 16 106 100
## 412 darkgreen 11 106 25
## 413 darkgreen 15 106 32
## 414 darkgreen 10 106 64
## 415 darkgreen 1 106 20
## 416 darkgreen 12 106 58
## 417 darkgreen 9 106 24
## 418 darkmagenta 8 148 82
## 419 darkmagenta 14 148 88
## 420 darkmagenta 5 148 24
## 421 darkmagenta 16 148 100
## 422 darkmagenta 11 148 25
## 423 darkmagenta 1 148 20
## 424 darkmagenta 9 148 24
## 425 thistle1 4 49 66
## 426 thistle1 17 49 44
## 427 thistle1 13 49 80
## 428 thistle1 2 49 104
## 429 thistle1 3 49 53
## 430 thistle1 8 49 82
## 431 thistle1 14 49 88
## 432 thistle1 6 49 58
## 433 thistle1 7 49 78
## 434 thistle1 5 49 24
## 435 thistle1 16 49 100
## 436 thistle1 11 49 25
## 437 thistle1 15 49 32
## 438 thistle1 10 49 64
## 439 thistle1 1 49 20
## 440 thistle1 12 49 58
## 441 thistle1 9 49 24
## 442 firebrick4 4 30 66
## 443 firebrick4 17 30 44
## 444 firebrick4 13 30 80
## 445 firebrick4 2 30 104
## 446 firebrick4 3 30 53
## 447 firebrick4 8 30 82
## 448 firebrick4 14 30 88
## 449 firebrick4 6 30 58
## 450 firebrick4 7 30 78
## 451 firebrick4 16 30 100
## 452 firebrick4 11 30 25
## 453 firebrick4 15 30 32
## 454 firebrick4 10 30 64
## 455 firebrick4 1 30 20
## 456 firebrick4 12 30 58
## 457 firebrick4 9 30 24
## 458 coral2 4 39 66
## 459 coral2 17 39 44
## 460 coral2 13 39 80
## 461 coral2 2 39 104
## 462 coral2 3 39 53
## 463 coral2 8 39 82
## 464 coral2 14 39 88
## 465 coral2 6 39 58
## 466 coral2 7 39 78
## 467 coral2 5 39 24
## 468 coral2 16 39 100
## 469 coral2 11 39 25
## 470 coral2 15 39 32
## 471 coral2 10 39 64
## 472 coral2 1 39 20
## 473 coral2 12 39 58
## 474 coral2 9 39 24
## 475 darkgrey 4 98 66
## 476 darkgrey 17 98 44
## 477 darkgrey 13 98 80
## 478 darkgrey 2 98 104
## 479 darkgrey 3 98 53
## 480 darkgrey 8 98 82
## 481 darkgrey 14 98 88
## 482 darkgrey 6 98 58
## 483 darkgrey 7 98 78
## 484 darkgrey 5 98 24
## 485 darkgrey 16 98 100
## 486 darkgrey 11 98 25
## 487 darkgrey 15 98 32
## 488 darkgrey 10 98 64
## 489 darkgrey 1 98 20
## 490 darkgrey 12 98 58
## 491 darkgrey 9 98 24
## 492 darkred 4 108 66
## 493 darkred 17 108 44
## 494 darkred 13 108 80
## 495 darkred 2 108 104
## 496 darkred 3 108 53
## 497 darkred 8 108 82
## 498 darkred 14 108 88
## 499 darkred 6 108 58
## 500 darkred 7 108 78
## 501 darkred 5 108 24
## 502 darkred 16 108 100
## 503 darkred 11 108 25
## 504 darkred 15 108 32
## 505 darkred 10 108 64
## 506 darkred 1 108 20
## 507 darkred 12 108 58
## 508 darkred 9 108 24
## 509 salmon 4 172 66
## 510 salmon 17 172 44
## 511 salmon 13 172 80
## 512 salmon 2 172 104
## 513 salmon 3 172 53
## 514 salmon 8 172 82
## 515 salmon 14 172 88
## 516 salmon 6 172 58
## 517 salmon 7 172 78
## 518 salmon 5 172 24
## 519 salmon 16 172 100
## 520 salmon 11 172 25
## 521 salmon 15 172 32
## 522 salmon 10 172 64
## 523 salmon 1 172 20
## 524 salmon 12 172 58
## 525 salmon 9 172 24
## 526 navajowhite2 4 44 66
## 527 navajowhite2 17 44 44
## 528 navajowhite2 13 44 80
## 529 navajowhite2 2 44 104
## 530 navajowhite2 3 44 53
## 531 navajowhite2 8 44 82
## 532 navajowhite2 14 44 88
## 533 navajowhite2 6 44 58
## 534 navajowhite2 7 44 78
## 535 navajowhite2 16 44 100
## 536 navajowhite2 11 44 25
## 537 navajowhite2 15 44 32
## 538 navajowhite2 10 44 64
## 539 navajowhite2 1 44 20
## 540 navajowhite2 12 44 58
## 541 navajowhite2 9 44 24
## 542 black 4 243 66
## 543 black 13 243 80
## 544 black 2 243 104
## 545 black 3 243 53
## 546 black 8 243 82
## 547 black 14 243 88
## 548 black 6 243 58
## 549 black 7 243 78
## 550 black 5 243 24
## 551 black 16 243 100
## 552 black 11 243 25
## 553 black 15 243 32
## 554 black 10 243 64
## 555 black 1 243 20
## 556 black 12 243 58
## 557 black 9 243 24
## 558 lightyellow 4 130 66
## 559 lightyellow 17 130 44
## 560 lightyellow 13 130 80
## 561 lightyellow 3 130 53
## 562 lightyellow 8 130 82
## 563 lightyellow 6 130 58
## 564 lightyellow 7 130 78
## 565 lightyellow 5 130 24
## 566 lightyellow 16 130 100
## 567 lightyellow 11 130 25
## 568 lightyellow 10 130 64
## 569 lightyellow 1 130 20
## 570 lightyellow 12 130 58
## 571 lightyellow 9 130 24
## 572 skyblue2 4 39 66
## 573 skyblue2 17 39 44
## 574 skyblue2 13 39 80
## 575 skyblue2 2 39 104
## 576 skyblue2 3 39 53
## 577 skyblue2 8 39 82
## 578 skyblue2 14 39 88
## 579 skyblue2 6 39 58
## 580 skyblue2 7 39 78
## 581 skyblue2 5 39 24
## 582 skyblue2 16 39 100
## 583 skyblue2 11 39 25
## 584 skyblue2 15 39 32
## 585 skyblue2 10 39 64
## 586 skyblue2 1 39 20
## 587 skyblue2 12 39 58
## 588 skyblue2 9 39 24
## 589 purple 17 225 44
## 590 purple 13 225 80
## 591 purple 2 225 104
## 592 purple 8 225 82
## 593 purple 14 225 88
## 594 purple 6 225 58
## 595 purple 7 225 78
## 596 purple 11 225 25
## 597 purple 15 225 32
## 598 purple 1 225 20
## 599 purple 9 225 24
## 600 midnightblue 4 165 66
## 601 midnightblue 17 165 44
## 602 midnightblue 13 165 80
## 603 midnightblue 2 165 104
## 604 midnightblue 3 165 53
## 605 midnightblue 8 165 82
## 606 midnightblue 6 165 58
## 607 midnightblue 7 165 78
## 608 midnightblue 5 165 24
## 609 midnightblue 16 165 100
## 610 midnightblue 11 165 25
## 611 midnightblue 15 165 32
## 612 midnightblue 10 165 64
## 613 midnightblue 12 165 58
## 614 midnightblue 9 165 24
## 615 plum2 4 50 66
## 616 plum2 17 50 44
## 617 plum2 13 50 80
## 618 plum2 2 50 104
## 619 plum2 3 50 53
## 620 plum2 14 50 88
## 621 plum2 6 50 58
## 622 plum2 7 50 78
## 623 plum2 5 50 24
## 624 plum2 16 50 100
## 625 plum2 11 50 25
## 626 plum2 15 50 32
## 627 plum2 10 50 64
## 628 plum2 1 50 20
## 629 plum2 12 50 58
## 630 plum2 9 50 24
## 631 darkturquoise 4 100 66
## 632 darkturquoise 17 100 44
## 633 darkturquoise 2 100 104
## 634 darkturquoise 3 100 53
## 635 darkturquoise 8 100 82
## 636 darkturquoise 14 100 88
## 637 darkturquoise 6 100 58
## 638 darkturquoise 7 100 78
## 639 darkturquoise 5 100 24
## 640 darkturquoise 16 100 100
## 641 darkturquoise 11 100 25
## 642 darkturquoise 15 100 32
## 643 darkturquoise 10 100 64
## 644 darkturquoise 1 100 20
## 645 darkturquoise 12 100 58
## 646 darkturquoise 9 100 24
## 647 coral1 4 40 66
## 648 coral1 17 40 44
## 649 coral1 13 40 80
## 650 coral1 2 40 104
## 651 coral1 3 40 53
## 652 coral1 8 40 82
## 653 coral1 14 40 88
## 654 coral1 6 40 58
## 655 coral1 7 40 78
## 656 coral1 5 40 24
## 657 coral1 16 40 100
## 658 coral1 11 40 25
## 659 coral1 1 40 20
## 660 coral1 12 40 58
## 661 coral1 9 40 24
## 662 skyblue 4 82 66
## 663 skyblue 17 82 44
## 664 skyblue 13 82 80
## 665 skyblue 2 82 104
## 666 skyblue 3 82 53
## 667 skyblue 8 82 82
## 668 skyblue 14 82 88
## 669 skyblue 6 82 58
## 670 skyblue 7 82 78
## 671 skyblue 5 82 24
## 672 skyblue 16 82 100
## 673 skyblue 11 82 25
## 674 skyblue 15 82 32
## 675 skyblue 10 82 64
## 676 skyblue 1 82 20
## 677 skyblue 9 82 24
## 678 darkseagreen4 4 40 66
## 679 darkseagreen4 17 40 44
## 680 darkseagreen4 13 40 80
## 681 darkseagreen4 2 40 104
## 682 darkseagreen4 3 40 53
## 683 darkseagreen4 8 40 82
## 684 darkseagreen4 14 40 88
## 685 darkseagreen4 6 40 58
## 686 darkseagreen4 7 40 78
## 687 darkseagreen4 5 40 24
## 688 darkseagreen4 16 40 100
## 689 darkseagreen4 11 40 25
## 690 darkseagreen4 15 40 32
## 691 darkseagreen4 10 40 64
## 692 darkseagreen4 1 40 20
## 693 darkseagreen4 12 40 58
## 694 darkseagreen4 9 40 24
## 695 steelblue 4 77 66
## 696 steelblue 17 77 44
## 697 steelblue 13 77 80
## 698 steelblue 2 77 104
## 699 steelblue 3 77 53
## 700 steelblue 8 77 82
## 701 steelblue 14 77 88
## 702 steelblue 7 77 78
## 703 steelblue 5 77 24
## 704 steelblue 16 77 100
## 705 steelblue 11 77 25
## 706 steelblue 15 77 32
## 707 steelblue 10 77 64
## 708 steelblue 1 77 20
## 709 steelblue 12 77 58
## 710 steelblue 9 77 24
## 711 lightpink4 4 43 66
## 712 lightpink4 17 43 44
## 713 lightpink4 13 43 80
## 714 lightpink4 2 43 104
## 715 lightpink4 8 43 82
## 716 lightpink4 14 43 88
## 717 lightpink4 6 43 58
## 718 lightpink4 7 43 78
## 719 lightpink4 5 43 24
## 720 lightpink4 16 43 100
## 721 lightpink4 11 43 25
## 722 lightpink4 15 43 32
## 723 lightpink4 10 43 64
## 724 lightpink4 1 43 20
## 725 lightpink4 9 43 24
## 726 royalblue 4 117 66
## 727 royalblue 17 117 44
## 728 royalblue 13 117 80
## 729 royalblue 2 117 104
## 730 royalblue 3 117 53
## 731 royalblue 8 117 82
## 732 royalblue 14 117 88
## 733 royalblue 6 117 58
## 734 royalblue 5 117 24
## 735 royalblue 16 117 100
## 736 royalblue 11 117 25
## 737 royalblue 15 117 32
## 738 royalblue 10 117 64
## 739 royalblue 1 117 20
## 740 royalblue 12 117 58
## 741 royalblue 9 117 24
## 742 plum 4 35 66
## 743 plum 17 35 44
## 744 plum 13 35 80
## 745 plum 2 35 104
## 746 plum 3 35 53
## 747 plum 8 35 82
## 748 plum 14 35 88
## 749 plum 6 35 58
## 750 plum 7 35 78
## 751 plum 5 35 24
## 752 plum 16 35 100
## 753 plum 11 35 25
## 754 plum 15 35 32
## 755 plum 10 35 64
## 756 plum 1 35 20
## 757 plum 12 35 58
## 758 plum 9 35 24
## 759 lightcyan1 4 59 66
## 760 lightcyan1 17 59 44
## 761 lightcyan1 13 59 80
## 762 lightcyan1 2 59 104
## 763 lightcyan1 3 59 53
## 764 lightcyan1 8 59 82
## 765 lightcyan1 14 59 88
## 766 lightcyan1 6 59 58
## 767 lightcyan1 5 59 24
## 768 lightcyan1 16 59 100
## 769 lightcyan1 11 59 25
## 770 lightcyan1 15 59 32
## 771 lightcyan1 10 59 64
## 772 lightcyan1 1 59 20
## 773 lightcyan1 12 59 58
## 774 lightcyan1 9 59 24
## 775 ivory 17 58 44
## 776 ivory 13 58 80
## 777 ivory 2 58 104
## 778 ivory 3 58 53
## 779 ivory 8 58 82
## 780 ivory 14 58 88
## 781 ivory 6 58 58
## 782 ivory 5 58 24
## 783 ivory 16 58 100
## 784 ivory 11 58 25
## 785 ivory 15 58 32
## 786 ivory 1 58 20
## 787 ivory 12 58 58
## 788 ivory 9 58 24
## 789 mediumpurple2 4 33 66
## 790 mediumpurple2 17 33 44
## 791 mediumpurple2 13 33 80
## 792 mediumpurple2 2 33 104
## 793 mediumpurple2 3 33 53
## 794 mediumpurple2 8 33 82
## 795 mediumpurple2 14 33 88
## 796 mediumpurple2 6 33 58
## 797 mediumpurple2 7 33 78
## 798 mediumpurple2 5 33 24
## 799 mediumpurple2 16 33 100
## 800 mediumpurple2 11 33 25
## 801 mediumpurple2 15 33 32
## 802 mediumpurple2 10 33 64
## 803 mediumpurple2 1 33 20
## 804 mediumpurple2 12 33 58
## 805 mediumpurple2 9 33 24
## 806 antiquewhite4 4 39 66
## 807 antiquewhite4 17 39 44
## 808 antiquewhite4 13 39 80
## 809 antiquewhite4 2 39 104
## 810 antiquewhite4 3 39 53
## 811 antiquewhite4 8 39 82
## 812 antiquewhite4 14 39 88
## 813 antiquewhite4 6 39 58
## 814 antiquewhite4 7 39 78
## 815 antiquewhite4 5 39 24
## 816 antiquewhite4 16 39 100
## 817 antiquewhite4 11 39 25
## 818 antiquewhite4 15 39 32
## 819 antiquewhite4 10 39 64
## 820 antiquewhite4 1 39 20
## 821 antiquewhite4 12 39 58
## 822 antiquewhite4 9 39 24
## 823 lavenderblush3 4 41 66
## 824 lavenderblush3 17 41 44
## 825 lavenderblush3 13 41 80
## 826 lavenderblush3 2 41 104
## 827 lavenderblush3 3 41 53
## 828 lavenderblush3 8 41 82
## 829 lavenderblush3 14 41 88
## 830 lavenderblush3 6 41 58
## 831 lavenderblush3 7 41 78
## 832 lavenderblush3 5 41 24
## 833 lavenderblush3 16 41 100
## 834 lavenderblush3 15 41 32
## 835 lavenderblush3 1 41 20
## 836 lavenderblush3 12 41 58
## 837 lavenderblush3 9 41 24
## 838 sienna3 4 72 66
## 839 sienna3 17 72 44
## 840 sienna3 13 72 80
## 841 sienna3 8 72 82
## 842 sienna3 14 72 88
## 843 sienna3 5 72 24
## 844 sienna3 16 72 100
## 845 sienna3 11 72 25
## 846 sienna3 15 72 32
## 847 sienna3 1 72 20
## 848 sienna3 9 72 24
## 849 yellow4 4 38 66
## 850 yellow4 17 38 44
## 851 yellow4 13 38 80
## 852 yellow4 2 38 104
## 853 yellow4 3 38 53
## 854 yellow4 8 38 82
## 855 yellow4 6 38 58
## 856 yellow4 7 38 78
## 857 yellow4 16 38 100
## 858 yellow4 11 38 25
## 859 yellow4 15 38 32
## 860 yellow4 10 38 64
## 861 yellow4 1 38 20
## 862 yellow4 12 38 58
## 863 salmon4 4 46 66
## 864 salmon4 17 46 44
## 865 salmon4 13 46 80
## 866 salmon4 2 46 104
## 867 salmon4 3 46 53
## 868 salmon4 8 46 82
## 869 salmon4 14 46 88
## 870 salmon4 6 46 58
## 871 salmon4 7 46 78
## 872 salmon4 5 46 24
## 873 salmon4 16 46 100
## 874 salmon4 11 46 25
## 875 salmon4 15 46 32
## 876 salmon4 10 46 64
## 877 salmon4 1 46 20
## 878 salmon4 12 46 58
## 879 salmon4 9 46 24
## 880 brown4 4 55 66
## 881 brown4 17 55 44
## 882 brown4 13 55 80
## 883 brown4 2 55 104
## 884 brown4 3 55 53
## 885 brown4 8 55 82
## 886 brown4 14 55 88
## 887 brown4 6 55 58
## 888 brown4 7 55 78
## 889 brown4 5 55 24
## 890 brown4 11 55 25
## 891 brown4 15 55 32
## 892 brown4 10 55 64
## 893 brown4 1 55 20
## 894 brown4 12 55 58
## 895 brown4 9 55 24
## 896 palevioletred3 4 45 66
## 897 palevioletred3 17 45 44
## 898 palevioletred3 13 45 80
## 899 palevioletred3 2 45 104
## 900 palevioletred3 3 45 53
## 901 palevioletred3 8 45 82
## 902 palevioletred3 14 45 88
## 903 palevioletred3 6 45 58
## 904 palevioletred3 7 45 78
## 905 palevioletred3 5 45 24
## 906 palevioletred3 16 45 100
## 907 palevioletred3 11 45 25
## 908 palevioletred3 15 45 32
## 909 palevioletred3 10 45 64
## 910 palevioletred3 1 45 20
## 911 palevioletred3 12 45 58
## 912 palevioletred3 9 45 24
## 913 lightsteelblue1 4 62 66
## 914 lightsteelblue1 17 62 44
## 915 lightsteelblue1 13 62 80
## 916 lightsteelblue1 2 62 104
## 917 lightsteelblue1 3 62 53
## 918 lightsteelblue1 8 62 82
## 919 lightsteelblue1 14 62 88
## 920 lightsteelblue1 6 62 58
## 921 lightsteelblue1 7 62 78
## 922 lightsteelblue1 5 62 24
## 923 lightsteelblue1 16 62 100
## 924 lightsteelblue1 11 62 25
## 925 lightsteelblue1 15 62 32
## 926 lightsteelblue1 10 62 64
## 927 lightsteelblue1 1 62 20
## 928 lightsteelblue1 12 62 58
## 929 lightsteelblue1 9 62 24
## 930 mediumpurple3 17 63 44
## 931 mediumpurple3 2 63 104
## 932 mediumpurple3 3 63 53
## 933 mediumpurple3 8 63 82
## 934 mediumpurple3 14 63 88
## 935 mediumpurple3 6 63 58
## 936 mediumpurple3 5 63 24
## 937 mediumpurple3 16 63 100
## 938 mediumpurple3 11 63 25
## 939 mediumpurple3 15 63 32
## 940 mediumpurple3 10 63 64
## 941 mediumpurple3 1 63 20
## 942 mediumpurple3 9 63 24
## 943 floralwhite 4 56 66
## 944 floralwhite 17 56 44
## 945 floralwhite 13 56 80
## 946 floralwhite 2 56 104
## 947 floralwhite 3 56 53
## 948 floralwhite 8 56 82
## 949 floralwhite 14 56 88
## 950 floralwhite 6 56 58
## 951 floralwhite 7 56 78
## 952 floralwhite 5 56 24
## 953 floralwhite 16 56 100
## 954 floralwhite 11 56 25
## 955 floralwhite 15 56 32
## 956 floralwhite 10 56 64
## 957 floralwhite 1 56 20
## 958 floralwhite 12 56 58
## 959 floralwhite 9 56 24
## 960 orangered4 4 64 66
## 961 orangered4 17 64 44
## 962 orangered4 13 64 80
## 963 orangered4 2 64 104
## 964 orangered4 3 64 53
## 965 orangered4 8 64 82
## 966 orangered4 14 64 88
## 967 orangered4 6 64 58
## 968 orangered4 5 64 24
## 969 orangered4 16 64 100
## 970 orangered4 11 64 25
## 971 orangered4 15 64 32
## 972 orangered4 10 64 64
## 973 orangered4 1 64 20
## 974 orangered4 12 64 58
## 975 orangered4 9 64 24
## 976 darkslateblue 4 51 66
## 977 darkslateblue 17 51 44
## 978 darkslateblue 13 51 80
## 979 darkslateblue 2 51 104
## 980 darkslateblue 3 51 53
## 981 darkslateblue 8 51 82
## 982 darkslateblue 14 51 88
## 983 darkslateblue 6 51 58
## 984 darkslateblue 7 51 78
## 985 darkslateblue 5 51 24
## 986 darkslateblue 16 51 100
## 987 darkslateblue 11 51 25
## 988 darkslateblue 15 51 32
## 989 darkslateblue 10 51 64
## 990 darkslateblue 1 51 20
## 991 darkslateblue 12 51 58
## 992 darkslateblue 9 51 24
## 993 honeydew1 4 41 66
## 994 honeydew1 17 41 44
## 995 honeydew1 13 41 80
## 996 honeydew1 2 41 104
## 997 honeydew1 3 41 53
## 998 honeydew1 8 41 82
## 999 honeydew1 14 41 88
## 1000 honeydew1 6 41 58
## 1001 honeydew1 7 41 78
## 1002 honeydew1 5 41 24
## 1003 honeydew1 16 41 100
## 1004 honeydew1 11 41 25
## 1005 honeydew1 15 41 32
## 1006 honeydew1 10 41 64
## 1007 honeydew1 1 41 20
## 1008 honeydew1 12 41 58
## 1009 honeydew1 9 41 24
## 1010 lightcoral 4 32 66
## 1011 lightcoral 17 32 44
## 1012 lightcoral 13 32 80
## 1013 lightcoral 2 32 104
## 1014 lightcoral 3 32 53
## 1015 lightcoral 8 32 82
## 1016 lightcoral 14 32 88
## 1017 lightcoral 6 32 58
## 1018 lightcoral 7 32 78
## 1019 lightcoral 5 32 24
## 1020 lightcoral 16 32 100
## 1021 lightcoral 11 32 25
## 1022 lightcoral 15 32 32
## 1023 lightcoral 1 32 20
## 1024 lightcoral 12 32 58
## 1025 lightcoral 9 32 24
## 1026 lightsteelblue 4 32 66
## 1027 lightsteelblue 17 32 44
## 1028 lightsteelblue 13 32 80
## 1029 lightsteelblue 2 32 104
## 1030 lightsteelblue 3 32 53
## 1031 lightsteelblue 8 32 82
## 1032 lightsteelblue 14 32 88
## 1033 lightsteelblue 6 32 58
## 1034 lightsteelblue 7 32 78
## 1035 lightsteelblue 5 32 24
## 1036 lightsteelblue 16 32 100
## 1037 lightsteelblue 11 32 25
## 1038 lightsteelblue 15 32 32
## 1039 lightsteelblue 10 32 64
## 1040 lightsteelblue 1 32 20
## 1041 lightsteelblue 12 32 58
## 1042 lightsteelblue 9 32 24
## 1043 thistle2 4 49 66
## 1044 thistle2 17 49 44
## 1045 thistle2 13 49 80
## 1046 thistle2 2 49 104
## 1047 thistle2 3 49 53
## 1048 thistle2 8 49 82
## 1049 thistle2 14 49 88
## 1050 thistle2 6 49 58
## 1051 thistle2 7 49 78
## 1052 thistle2 5 49 24
## 1053 thistle2 16 49 100
## 1054 thistle2 11 49 25
## 1055 thistle2 15 49 32
## 1056 thistle2 10 49 64
## 1057 thistle2 1 49 20
## 1058 thistle2 12 49 58
## 1059 indianred4 4 32 66
## 1060 indianred4 17 32 44
## 1061 indianred4 13 32 80
## 1062 indianred4 2 32 104
## 1063 indianred4 3 32 53
## 1064 indianred4 8 32 82
## 1065 indianred4 14 32 88
## 1066 indianred4 7 32 78
## 1067 indianred4 5 32 24
## 1068 indianred4 16 32 100
## 1069 indianred4 11 32 25
## 1070 indianred4 15 32 32
## 1071 indianred4 10 32 64
## 1072 indianred4 1 32 20
## 1073 indianred4 12 32 58
## 1074 indianred4 9 32 24
## 1075 skyblue1 4 35 66
## 1076 skyblue1 17 35 44
## 1077 skyblue1 13 35 80
## 1078 skyblue1 2 35 104
## 1079 skyblue1 3 35 53
## 1080 skyblue1 8 35 82
## 1081 skyblue1 6 35 58
## 1082 skyblue1 7 35 78
## 1083 skyblue1 16 35 100
## 1084 skyblue1 11 35 25
## 1085 skyblue1 10 35 64
## 1086 skyblue1 1 35 20
## 1087 skyblue1 12 35 58
## 1088 skyblue1 9 35 24
## 1089 mediumorchid 4 39 66
## 1090 mediumorchid 17 39 44
## 1091 mediumorchid 13 39 80
## 1092 mediumorchid 2 39 104
## 1093 mediumorchid 3 39 53
## 1094 mediumorchid 8 39 82
## 1095 mediumorchid 14 39 88
## 1096 mediumorchid 6 39 58
## 1097 mediumorchid 7 39 78
## 1098 mediumorchid 5 39 24
## 1099 mediumorchid 16 39 100
## 1100 mediumorchid 11 39 25
## 1101 mediumorchid 15 39 32
## 1102 mediumorchid 10 39 64
## 1103 mediumorchid 1 39 20
## 1104 mediumorchid 12 39 58
## 1105 mediumorchid 9 39 24
## 1106 maroon 4 44 66
## 1107 maroon 17 44 44
## 1108 maroon 13 44 80
## 1109 maroon 2 44 104
## 1110 maroon 3 44 53
## 1111 maroon 8 44 82
## 1112 maroon 14 44 88
## 1113 maroon 6 44 58
## 1114 maroon 7 44 78
## 1115 maroon 5 44 24
## 1116 maroon 16 44 100
## 1117 maroon 11 44 25
## 1118 maroon 15 44 32
## 1119 maroon 10 44 64
## 1120 maroon 1 44 20
## 1121 maroon 12 44 58
## 1122 maroon 9 44 24
## Module1.proportion.overlap Module2.proportion.overlap
## 1 0.103 0.529
## 2 0.106 0.305
## 3 0.146 0.183
## 4 0.044 0.348
## 5 0.081 0.216
## 6 0.314 0.125
## 7 0.048 0.250
## 8 0.097 0.280
## 9 0.074 0.141
## 10 0.054 0.125
## 11 0.047 0.121
## 12 0.047 0.121
## 13 0.069 0.086
## 14 0.098 0.062
## 15 0.072 0.062
## 16 0.025 0.136
## 17 0.071 0.050
## 18 0.027 0.113
## 19 0.063 0.051
## 20 0.044 0.069
## 21 0.041 0.058
## 22 0.056 0.051
## 23 0.015 0.138
## 24 0.010 0.208
## 25 0.044 0.051
## 26 0.056 0.038
## 27 0.023 0.094
## 28 0.060 0.037
## 29 0.042 0.052
## 30 0.039 0.052
## 31 0.013 0.121
## 32 0.048 0.038
## 33 0.018 0.094
## 34 0.013 0.125
## 35 0.029 0.083
## 36 0.031 0.045
## 37 0.062 0.034
## 38 0.033 0.045
## 39 0.062 0.031
## 40 0.047 0.038
## 41 0.033 0.038
## 42 0.047 0.034
## 43 0.050 0.031
## 44 0.008 0.159
## 45 0.020 0.057
## 46 0.018 0.062
## 47 0.037 0.030
## 48 0.018 0.061
## 49 0.030 0.038
## 50 0.013 0.090
## 51 0.012 0.100
## 52 0.053 0.023
## 53 0.026 0.038
## 54 0.011 0.094
## 55 0.032 0.034
## 56 0.034 0.031
## 57 0.020 0.045
## 58 0.034 0.030
## 59 0.028 0.038
## 60 0.032 0.030
## 61 0.007 0.151
## 62 0.029 0.031
## 63 0.034 0.026
## 64 0.034 0.026
## 65 0.028 0.031
## 66 0.008 0.100
## 67 0.014 0.062
## 68 0.024 0.034
## 69 0.020 0.038
## 70 0.031 0.026
## 71 0.009 0.083
## 72 0.033 0.042
## 73 0.036 0.020
## 74 0.006 0.120
## 75 0.022 0.031
## 76 0.013 0.052
## 77 0.029 0.042
## 78 0.011 0.075
## 79 0.018 0.040
## 80 0.026 0.042
## 81 0.026 0.042
## 82 0.014 0.045
## 83 0.023 0.042
## 84 0.018 0.034
## 85 0.024 0.040
## 86 0.029 0.031
## 87 0.020 0.042
## 88 0.029 0.019
## 89 0.022 0.025
## 90 0.025 0.031
## 91 0.002 0.076
## 92 0.003 0.136
## 93 0.004 0.112
## 94 0.002 0.048
## 95 0.002 0.094
## 96 0.007 0.195
## 97 0.003 0.080
## 98 0.003 0.138
## 99 0.003 0.090
## 100 0.000 0.000
## 101 0.005 0.120
## 102 0.001 0.080
## 103 0.001 0.094
## 104 0.004 0.141
## 105 0.001 0.100
## 106 0.003 0.121
## 107 0.002 0.208
## 108 0.000 0.000
## 109 0.000 0.000
## 110 0.000 0.000
## 111 0.000 0.000
## 112 0.000 0.000
## 113 0.000 0.000
## 114 0.007 0.011
## 115 0.000 0.000
## 116 0.000 0.000
## 117 0.000 0.000
## 118 0.007 0.010
## 119 0.000 0.000
## 120 0.000 0.000
## 121 0.007 0.016
## 122 0.000 0.000
## 123 0.007 0.017
## 124 0.000 0.000
## 125 0.002 0.030
## 126 0.004 0.091
## 127 0.004 0.050
## 128 0.000 0.000
## 129 0.003 0.057
## 130 0.004 0.049
## 131 0.004 0.045
## 132 0.001 0.017
## 133 0.001 0.013
## 134 0.000 0.000
## 135 0.006 0.050
## 136 0.003 0.120
## 137 0.001 0.031
## 138 0.000 0.000
## 139 0.000 0.000
## 140 0.000 0.000
## 141 0.000 0.000
## 142 0.014 0.015
## 143 0.000 0.000
## 144 0.014 0.012
## 145 0.000 0.000
## 146 0.000 0.000
## 147 0.000 0.000
## 148 0.000 0.000
## 149 0.000 0.000
## 150 0.014 0.013
## 151 0.000 0.000
## 152 0.000 0.000
## 153 0.014 0.031
## 154 0.000 0.000
## 155 0.000 0.000
## 156 0.000 0.000
## 157 0.000 0.000
## 158 0.010 0.062
## 159 0.000 0.000
## 160 0.008 0.075
## 161 0.006 0.037
## 162 0.006 0.034
## 163 0.002 0.017
## 164 0.010 0.064
## 165 0.002 0.040
## 166 0.004 0.062
## 167 0.006 0.047
## 168 0.004 0.100
## 169 0.004 0.034
## 170 0.002 0.042
## 171 0.004 0.061
## 172 0.000 0.000
## 173 0.002 0.025
## 174 0.002 0.019
## 175 0.005 0.073
## 176 0.003 0.034
## 177 0.000 0.000
## 178 0.004 0.051
## 179 0.002 0.083
## 180 0.005 0.060
## 181 0.002 0.080
## 182 0.001 0.031
## 183 0.001 0.016
## 184 0.000 0.000
## 185 0.001 0.017
## 186 0.002 0.083
## 187 0.000 0.000
## 188 0.000 0.000
## 189 0.016 0.025
## 190 0.000 0.000
## 191 0.000 0.000
## 192 0.000 0.000
## 193 0.016 0.023
## 194 0.000 0.000
## 195 0.000 0.000
## 196 0.000 0.000
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## intersection.size union.size genome.size p.value odds.ratio
## 1 55 583 15712 3.069314e-53 35.3810790
## 2 25 293 15712 2.565009e-26 32.0023289
## 3 19 215 15712 1.173101e-20 31.1676207
## 4 23 560 15712 4.552617e-18 16.3933806
## 5 19 305 15712 3.905751e-17 19.5253864
## 6 11 112 15712 3.332392e-17 92.2878071
## 7 25 592 15712 1.176427e-15 10.2390903
## 8 7 90 15712 1.416247e-11 93.0018609
## 9 11 215 15712 1.613356e-10 18.5541744
## 10 8 204 15712 1.452800e-07 15.8128364
## 11 7 199 15712 1.148091e-06 15.0914967
## 12 7 199 15712 1.148091e-06 15.0914967
## 13 5 125 15712 6.658414e-06 21.9170350
## 14 4 101 15712 2.263874e-05 28.0942562
## 15 5 144 15712 2.626283e-05 16.2028906
## 16 6 281 15712 5.552092e-05 10.2766074
## 17 5 165 15712 8.235818e-05 12.5802302
## 18 6 272 15712 1.055837e-04 8.9954118
## 19 4 137 15712 2.680735e-04 14.2610484
## 20 4 144 15712 3.372407e-04 13.4049884
## 21 6 246 15712 4.486237e-04 6.6659739
## 22 4 146 15712 4.476331e-04 12.3653430
## 23 8 584 15712 7.252677e-04 4.6007044
## 24 5 536 15712 9.570314e-04 7.7988135
## 25 4 164 15712 1.039328e-03 9.7672751
## 26 4 172 15712 1.319513e-03 9.1372014
## 27 3 159 15712 2.303584e-03 12.6601906
## 28 3 129 15712 2.250430e-03 12.5805433
## 29 3 127 15712 2.376667e-03 12.3118488
## 30 3 132 15712 2.877320e-03 11.4768650
## 31 7 585 15712 3.376675e-03 3.9392396
## 32 3 140 15712 4.052360e-03 10.1051844
## 33 3 198 15712 4.822370e-03 9.6640904
## 34 3 246 15712 4.696920e-03 9.9480278
## 35 2 92 15712 5.068764e-03 20.8574584
## 36 4 214 15712 6.107632e-03 5.8553659
## 37 2 88 15712 6.186770e-03 18.5820522
## 38 3 155 15712 6.812551e-03 8.3200652
## 39 2 94 15712 7.488318e-03 16.7758400
## 40 2 94 15712 9.228430e-03 14.9268692
## 41 3 167 15712 1.077093e-02 6.9853815
## 42 2 99 15712 1.097501e-02 13.5944464
## 43 2 102 15712 1.153272e-02 13.2368456
## 44 7 957 15712 1.324161e-02 3.0571191
## 45 3 198 15712 1.360674e-02 6.4174229
## 46 4 285 15712 1.331419e-02 4.6531927
## 47 3 178 15712 1.491737e-02 6.1573683
## 48 4 287 15712 1.477387e-02 4.5021459
## 49 3 177 15712 1.443029e-02 6.2377195
## 50 7 605 15712 1.665669e-02 2.8259033
## 51 2 183 15712 1.839797e-02 10.5791393
## 52 2 124 15712 1.913266e-02 10.0635508
## 53 3 192 15712 2.043472e-02 5.4448183
## 54 6 592 15712 2.127921e-02 2.9620111
## 55 2 119 15712 2.264750e-02 9.1260627
## 56 2 120 15712 2.332337e-02 8.9777619
## 57 3 211 15712 2.433797e-02 5.0898918
## 58 2 122 15712 2.469987e-02 8.6958114
## 59 2 123 15712 2.455030e-02 8.7293416
## 60 2 127 15712 2.879529e-02 7.9807609
## 61 8 1152 15712 3.101988e-02 2.3550876
## 62 2 131 15712 3.217239e-02 7.4989647
## 63 2 134 15712 3.362367e-02 7.3182147
## 64 2 135 15712 3.469350e-02 7.1896913
## 65 2 134 15712 3.478176e-02 7.1768953
## 66 2 254 15712 3.573535e-02 7.3386103
## 67 2 178 15712 3.635185e-02 7.0920756
## 68 2 138 15712 3.683903e-02 6.9487059
## 69 3 225 15712 3.976719e-02 4.1600933
## 70 2 140 15712 4.023705e-02 6.6072051
## 71 2 240 15712 4.329642e-02 6.5095902
## 72 1 53 15712 4.486472e-02 23.4504209
## 73 2 153 15712 4.788635e-02 5.9892219
## 74 3 556 15712 5.158484e-02 3.8916922
## 75 2 152 15712 5.203199e-02 5.7020941
## 76 3 280 15712 5.032152e-02 3.7911164
## 77 1 58 15712 5.215208e-02 19.9934342
## 78 6 608 15712 5.458208e-02 2.3191791
## 79 4 321 15712 5.549572e-02 2.9013888
## 80 1 61 15712 5.649889e-02 18.3742039
## 81 1 61 15712 5.649889e-02 18.3742039
## 82 2 190 15712 6.447823e-02 5.0620275
## 83 1 67 15712 6.513528e-02 15.8050257
## 84 3 250 15712 6.540891e-02 3.3681189
## 85 1 65 15712 6.328109e-02 16.2782891
## 86 1 66 15712 6.894151e-02 14.8327392
## 87 1 72 15712 7.227434e-02 14.1580238
## 88 2 171 15712 7.650036e-02 4.5466614
## 89 2 168 15712 7.695892e-02 4.5276506
## 90 1 71 15712 7.840642e-02 12.9244443
## 91 5 2378 15712 9.746017e-01 0.4727486
## 92 6 2355 15712 6.470575e-01 0.9125752
## 93 9 2388 15712 8.526897e-01 0.7317979
## 94 5 2416 15712 9.996846e-01 0.2904619
## 95 5 2365 15712 9.079110e-01 0.6013639
## 96 16 2383 15712 1.441493e-01 1.4042535
## 97 7 2398 15712 9.815686e-01 0.4981111
## 98 8 2367 15712 6.376773e-01 0.9247171
## 99 7 2388 15712 9.534114e-01 0.5686910
## 100 0 2341 15712 1.000000e+00 0.0000000
## 101 12 2405 15712 8.197040e-01 0.7872526
## 102 2 2340 15712 9.015430e-01 0.5023007
## 103 3 2346 15712 8.706369e-01 0.5975499
## 104 9 2372 15712 6.153025e-01 0.9457954
## 105 2 2335 15712 8.167347e-01 0.6420612
## 106 7 2368 15712 7.712285e-01 0.7928811
## 107 5 2336 15712 2.741666e-01 1.5224395
## 108 0 211 15712 1.000000e+00 0.0000000
## 109 0 189 15712 1.000000e+00 0.0000000
## 110 0 225 15712 1.000000e+00 0.0000000
## 111 0 249 15712 1.000000e+00 0.0000000
## 112 0 198 15712 1.000000e+00 0.0000000
## 113 0 227 15712 1.000000e+00 0.0000000
## 114 1 232 15712 5.587601e-01 1.2356113
## 115 0 203 15712 1.000000e+00 0.0000000
## 116 0 223 15712 1.000000e+00 0.0000000
## 117 0 169 15712 1.000000e+00 0.0000000
## 118 1 244 15712 6.054831e-01 1.0850045
## 119 0 170 15712 1.000000e+00 0.0000000
## 120 0 177 15712 1.000000e+00 0.0000000
## 121 1 208 15712 4.482013e-01 1.7089125
## 122 0 165 15712 1.000000e+00 0.0000000
## 123 1 202 15712 4.165095e-01 1.8895341
## 124 0 169 15712 1.000000e+00 0.0000000
## 125 2 962 15712 8.976561e-01 0.5144409
## 126 4 938 15712 2.422389e-01 1.6524956
## 127 4 974 15712 6.780314e-01 0.8676601
## 128 0 1002 15712 1.000000e+00 0.0000000
## 129 3 948 15712 5.904136e-01 0.9897660
## 130 4 976 15712 6.967435e-01 0.8452979
## 131 4 982 15712 7.481415e-01 0.7846000
## 132 1 955 15712 9.672815e-01 0.2886365
## 133 1 975 15712 9.899691e-01 0.2133776
## 134 0 922 15712 1.000000e+00 0.0000000
## 135 5 993 15712 6.832429e-01 0.8675118
## 136 3 920 15712 1.691265e-01 2.2537013
## 137 1 929 15712 8.481987e-01 0.5316316
## 138 0 962 15712 1.000000e+00 0.0000000
## 139 0 918 15712 1.000000e+00 0.0000000
## 140 0 956 15712 1.000000e+00 0.0000000
## 141 0 922 15712 1.000000e+00 0.0000000
## 142 1 135 15712 2.557010e-01 3.4724754
## 143 0 114 15712 1.000000e+00 0.0000000
## 144 1 149 15712 3.010072e-01 2.8546821
## 145 0 174 15712 1.000000e+00 0.0000000
## 146 0 123 15712 1.000000e+00 0.0000000
## 147 0 152 15712 1.000000e+00 0.0000000
## 148 0 158 15712 1.000000e+00 0.0000000
## 149 0 128 15712 1.000000e+00 0.0000000
## 150 1 147 15712 2.947054e-01 2.9291863
## 151 0 94 15712 1.000000e+00 0.0000000
## 152 0 95 15712 1.000000e+00 0.0000000
## 153 1 101 15712 1.332686e-01 7.2960198
## 154 0 134 15712 1.000000e+00 0.0000000
## 155 0 90 15712 1.000000e+00 0.0000000
## 156 0 128 15712 1.000000e+00 0.0000000
## 157 0 561 15712 1.000000e+00 0.0000000
## 158 5 592 15712 1.233587e-01 1.9686378
## 159 0 621 15712 1.000000e+00 0.0000000
## 160 4 566 15712 9.625968e-02 2.4099202
## 161 3 596 15712 5.092303e-01 1.1167717
## 162 3 602 15712 5.570687e-01 1.0375487
## 163 1 574 15712 8.568942e-01 0.5147012
## 164 5 590 15712 1.140278e-01 2.0228293
## 165 1 541 15712 5.670394e-01 1.2250291
## 166 2 547 15712 2.840158e-01 1.9629967
## 167 3 578 15712 3.524621e-01 1.4479797
## 168 2 535 15712 1.392815e-01 3.2739575
## 169 2 573 15712 5.734242e-01 1.0498814
## 170 1 540 15712 5.522849e-01 1.2783711
## 171 4 1169 15712 6.925993e-01 0.8506436
## 172 0 1151 15712 1.000000e+00 0.0000000
## 173 2 1185 15712 9.797690e-01 0.3371074
## 174 2 1209 15712 9.956339e-01 0.2573636
## 175 6 1183 15712 5.229780e-01 1.0418143
## 176 3 1192 15712 9.525717e-01 0.4642108
## 177 0 1165 15712 1.000000e+00 0.0000000
## 178 4 1181 15712 8.087554e-01 0.7121074
## 179 2 1129 15712 5.119592e-01 1.1997369
## 180 6 1201 15712 7.153204e-01 0.8412671
## 181 2 1130 15712 5.341735e-01 1.1474999
## 182 1 1138 15712 9.037053e-01 0.4250877
## 183 1 1170 15712 9.907732e-01 0.2087141
## 184 0 1127 15712 1.000000e+00 0.0000000
## 185 1 1164 15712 9.856717e-01 0.2307788
## 186 2 1129 15712 5.119592e-01 1.1997369
## 187 0 194 15712 1.000000e+00 0.0000000
## 188 0 172 15712 1.000000e+00 0.0000000
## 189 2 206 15712 1.384137e-01 3.1550040
## 190 0 232 15712 1.000000e+00 0.0000000
## 191 0 181 15712 1.000000e+00 0.0000000
## 192 0 210 15712 1.000000e+00 0.0000000
## 193 2 214 15712 1.610044e-01 2.8600823
## 194 0 186 15712 1.000000e+00 0.0000000
## 195 0 206 15712 1.000000e+00 0.0000000
## 196 0 152 15712 1.000000e+00 0.0000000
## 197 2 226 15712 1.959866e-01 2.5078623
## 198 0 153 15712 1.000000e+00 0.0000000
## 199 0 160 15712 1.000000e+00 0.0000000
## 200 0 192 15712 1.000000e+00 0.0000000
## 201 0 148 15712 1.000000e+00 0.0000000
## 202 0 186 15712 1.000000e+00 0.0000000
## 203 0 152 15712 1.000000e+00 0.0000000
## 204 0 381 15712 1.000000e+00 0.0000000
## 205 2 357 15712 2.204613e-01 2.3358601
## 206 2 393 15712 4.787765e-01 1.2549132
## 207 1 418 15712 8.791518e-01 0.4728996
## 208 0 368 15712 1.000000e+00 0.0000000
## 209 1 396 15712 8.108110e-01 0.6022007
## 210 1 402 15712 8.325692e-01 0.5604513
## 211 0 373 15712 1.000000e+00 0.0000000
## 212 0 393 15712 1.000000e+00 0.0000000
## 213 0 339 15712 1.000000e+00 0.0000000
## 214 1 414 15712 8.688849e-01 0.4921348
## 215 1 339 15712 3.975151e-01 2.0398082
## 216 0 347 15712 1.000000e+00 0.0000000
## 217 1 378 15712 7.271313e-01 0.7751599
## 218 0 335 15712 1.000000e+00 0.0000000
## 219 0 373 15712 1.000000e+00 0.0000000
## 220 0 339 15712 1.000000e+00 0.0000000
## 221 0 284 15712 1.000000e+00 0.0000000
## 222 1 261 15712 4.596900e-01 1.6557981
## 223 0 298 15712 1.000000e+00 0.0000000
## 224 0 322 15712 1.000000e+00 0.0000000
## 225 0 271 15712 1.000000e+00 0.0000000
## 226 0 300 15712 1.000000e+00 0.0000000
## 227 1 305 15712 7.085736e-01 0.8161014
## 228 0 276 15712 1.000000e+00 0.0000000
## 229 0 296 15712 1.000000e+00 0.0000000
## 230 1 317 15712 7.538075e-01 0.7166259
## 231 0 243 15712 1.000000e+00 0.0000000
## 232 1 249 15712 3.608049e-01 2.2984467
## 233 2 280 15712 2.227350e-01 2.3044563
## 234 0 238 15712 1.000000e+00 0.0000000
## 235 0 276 15712 1.000000e+00 0.0000000
## 236 0 242 15712 1.000000e+00 0.0000000
## 237 0 986 15712 1.000000e+00 0.0000000
## 238 6 994 15712 3.269304e-01 1.3056095
## 239 2 1022 15712 9.861538e-01 0.3137825
## 240 0 973 15712 1.000000e+00 0.0000000
## 241 6 996 15712 3.480029e-01 1.2710813
## 242 1 1007 15712 9.951315e-01 0.1839306
## 243 1 977 15712 9.699886e-01 0.2813070
## 244 2 996 15712 9.475200e-01 0.4218714
## 245 0 944 15712 1.000000e+00 0.0000000
## 246 4 1016 15712 8.444458e-01 0.6684877
## 247 0 945 15712 1.000000e+00 0.0000000
## 248 1 951 15712 8.552563e-01 0.5181316
## 249 2 982 15712 8.957228e-01 0.5176056
## 250 0 940 15712 1.000000e+00 0.0000000
## 251 0 978 15712 1.000000e+00 0.0000000
## 252 2 942 15712 4.142802e-01 1.4626061
## 253 0 100 15712 1.000000e+00 0.0000000
## 254 0 78 15712 1.000000e+00 0.0000000
## 255 1 113 15712 1.594857e-01 5.9815518
## 256 0 138 15712 1.000000e+00 0.0000000
## 257 1 86 15712 1.086377e-01 9.1029184
## 258 0 116 15712 1.000000e+00 0.0000000
## 259 0 122 15712 1.000000e+00 0.0000000
## 260 1 91 15712 1.182740e-01 8.3000392
## 261 0 112 15712 1.000000e+00 0.0000000
## 262 0 58 15712 1.000000e+00 0.0000000
## 263 0 134 15712 1.000000e+00 0.0000000
## 264 0 59 15712 1.000000e+00 0.0000000
## 265 0 66 15712 1.000000e+00 0.0000000
## 266 0 98 15712 1.000000e+00 0.0000000
## 267 0 54 15712 1.000000e+00 0.0000000
## 268 1 91 15712 1.182740e-01 8.3000392
## 269 0 58 15712 1.000000e+00 0.0000000
## 270 0 135 15712 1.000000e+00 0.0000000
## 271 1 112 15712 1.762760e-01 5.3344737
## 272 0 122 15712 1.000000e+00 0.0000000
## 273 1 150 15712 3.036031e-01 2.8249670
## 274 1 156 15712 3.218494e-01 2.6291780
## 275 1 126 15712 2.256536e-01 4.0201705
## 276 1 146 15712 2.911710e-01 2.9724434
## 277 0 93 15712 1.000000e+00 0.0000000
## 278 0 169 15712 1.000000e+00 0.0000000
## 279 0 94 15712 1.000000e+00 0.0000000
## 280 0 101 15712 1.000000e+00 0.0000000
## 281 0 89 15712 1.000000e+00 0.0000000
## 282 1 126 15712 2.256536e-01 4.0201705
## 283 1 92 15712 1.003116e-01 9.9807595
## 284 1 234 15712 5.109240e-01 1.4173314
## 285 1 212 15712 3.790399e-01 2.1455000
## 286 0 249 15712 1.000000e+00 0.0000000
## 287 0 273 15712 1.000000e+00 0.0000000
## 288 0 222 15712 1.000000e+00 0.0000000
## 289 0 251 15712 1.000000e+00 0.0000000
## 290 2 255 15712 2.444051e-01 2.1523656
## 291 0 227 15712 1.000000e+00 0.0000000
## 292 0 247 15712 1.000000e+00 0.0000000
## 293 0 193 15712 1.000000e+00 0.0000000
## 294 1 268 15712 6.620569e-01 0.9285756
## 295 0 194 15712 1.000000e+00 0.0000000
## 296 1 232 15712 5.001858e-01 1.4625069
## 297 0 189 15712 1.000000e+00 0.0000000
## 298 1 226 15712 4.665450e-01 1.6170876
## 299 0 193 15712 1.000000e+00 0.0000000
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## 302 0 316 15712 1.000000e+00 0.0000000
## 303 1 339 15712 7.938580e-01 0.6351311
## 304 0 289 15712 1.000000e+00 0.0000000
## 305 0 294 15712 1.000000e+00 0.0000000
## 306 0 314 15712 1.000000e+00 0.0000000
## 307 0 260 15712 1.000000e+00 0.0000000
## 308 0 336 15712 1.000000e+00 0.0000000
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## 311 0 300 15712 1.000000e+00 0.0000000
## 312 0 294 15712 1.000000e+00 0.0000000
## 313 1 259 15712 3.047555e-01 2.8586462
## 314 0 138 15712 1.000000e+00 0.0000000
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## 318 0 125 15712 1.000000e+00 0.0000000
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## 322 0 150 15712 1.000000e+00 0.0000000
## 323 0 96 15712 1.000000e+00 0.0000000
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## 325 0 104 15712 1.000000e+00 0.0000000
## 326 0 136 15712 1.000000e+00 0.0000000
## 327 0 92 15712 1.000000e+00 0.0000000
## 328 0 130 15712 1.000000e+00 0.0000000
## 329 0 96 15712 1.000000e+00 0.0000000
## 330 3 597 15712 3.900535e-01 1.3554518
## 331 2 576 15712 4.437279e-01 1.3547836
## 332 3 584 15712 2.686615e-01 1.7092970
## 333 2 614 15712 7.727597e-01 0.7095034
## 334 2 620 15712 8.054511e-01 0.6597424
## 335 1 557 15712 5.641619e-01 1.2362141
## 336 3 631 15712 6.655250e-01 0.8783916
## 337 2 564 15712 2.969657e-01 1.8981777
## 338 0 554 15712 1.000000e+00 0.0000000
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## 789 1 98 15712 1.298190e-01 7.5039728
## 790 0 77 15712 1.000000e+00 0.0000000
## 791 0 113 15712 1.000000e+00 0.0000000
## 792 0 137 15712 1.000000e+00 0.0000000
## 793 0 86 15712 1.000000e+00 0.0000000
## 794 1 114 15712 1.587384e-01 6.0157692
## 795 0 121 15712 1.000000e+00 0.0000000
## 796 0 91 15712 1.000000e+00 0.0000000
## 797 0 111 15712 1.000000e+00 0.0000000
## 798 0 57 15712 1.000000e+00 0.0000000
## 799 0 133 15712 1.000000e+00 0.0000000
## 800 0 58 15712 1.000000e+00 0.0000000
## 801 0 65 15712 1.000000e+00 0.0000000
## 802 0 97 15712 1.000000e+00 0.0000000
## 803 0 53 15712 1.000000e+00 0.0000000
## 804 0 91 15712 1.000000e+00 0.0000000
## 805 0 57 15712 1.000000e+00 0.0000000
## 806 0 105 15712 1.000000e+00 0.0000000
## 807 0 83 15712 1.000000e+00 0.0000000
## 808 0 119 15712 1.000000e+00 0.0000000
## 809 0 143 15712 1.000000e+00 0.0000000
## 810 0 92 15712 1.000000e+00 0.0000000
## 811 0 121 15712 1.000000e+00 0.0000000
## 812 0 127 15712 1.000000e+00 0.0000000
## 813 0 97 15712 1.000000e+00 0.0000000
## 814 0 117 15712 1.000000e+00 0.0000000
## 815 0 63 15712 1.000000e+00 0.0000000
## 816 0 139 15712 1.000000e+00 0.0000000
## 817 0 64 15712 1.000000e+00 0.0000000
## 818 0 71 15712 1.000000e+00 0.0000000
## 819 0 103 15712 1.000000e+00 0.0000000
## 820 0 59 15712 1.000000e+00 0.0000000
## 821 0 97 15712 1.000000e+00 0.0000000
## 822 0 63 15712 1.000000e+00 0.0000000
## 823 0 107 15712 1.000000e+00 0.0000000
## 824 0 85 15712 1.000000e+00 0.0000000
## 825 1 120 15712 1.890578e-01 4.9336415
## 826 0 145 15712 1.000000e+00 0.0000000
## 827 0 94 15712 1.000000e+00 0.0000000
## 828 0 123 15712 1.000000e+00 0.0000000
## 829 1 128 15712 2.059218e-01 4.4776707
## 830 1 98 15712 1.408597e-01 6.8446822
## 831 0 119 15712 1.000000e+00 0.0000000
## 832 0 65 15712 1.000000e+00 0.0000000
## 833 0 141 15712 1.000000e+00 0.0000000
## 834 0 73 15712 1.000000e+00 0.0000000
## 835 0 61 15712 1.000000e+00 0.0000000
## 836 0 99 15712 1.000000e+00 0.0000000
## 837 0 65 15712 1.000000e+00 0.0000000
## 838 0 138 15712 1.000000e+00 0.0000000
## 839 1 115 15712 1.832077e-01 5.1081065
## 840 1 151 15712 3.081391e-01 2.7739349
## 841 0 154 15712 1.000000e+00 0.0000000
## 842 0 160 15712 1.000000e+00 0.0000000
## 843 0 96 15712 1.000000e+00 0.0000000
## 844 1 171 15712 3.691948e-01 2.2107579
## 845 0 97 15712 1.000000e+00 0.0000000
## 846 0 104 15712 1.000000e+00 0.0000000
## 847 0 92 15712 1.000000e+00 0.0000000
## 848 0 96 15712 1.000000e+00 0.0000000
## 849 0 104 15712 1.000000e+00 0.0000000
## 850 0 82 15712 1.000000e+00 0.0000000
## 851 0 118 15712 1.000000e+00 0.0000000
## 852 0 142 15712 1.000000e+00 0.0000000
## 853 0 91 15712 1.000000e+00 0.0000000
## 854 0 120 15712 1.000000e+00 0.0000000
## 855 0 96 15712 1.000000e+00 0.0000000
## 856 0 116 15712 1.000000e+00 0.0000000
## 857 0 138 15712 1.000000e+00 0.0000000
## 858 0 63 15712 1.000000e+00 0.0000000
## 859 0 70 15712 1.000000e+00 0.0000000
## 860 0 102 15712 1.000000e+00 0.0000000
## 861 0 58 15712 1.000000e+00 0.0000000
## 862 0 96 15712 1.000000e+00 0.0000000
## 863 0 112 15712 1.000000e+00 0.0000000
## 864 0 90 15712 1.000000e+00 0.0000000
## 865 0 126 15712 1.000000e+00 0.0000000
## 866 0 150 15712 1.000000e+00 0.0000000
## 867 0 99 15712 1.000000e+00 0.0000000
## 868 0 128 15712 1.000000e+00 0.0000000
## 869 0 134 15712 1.000000e+00 0.0000000
## 870 0 104 15712 1.000000e+00 0.0000000
## 871 0 124 15712 1.000000e+00 0.0000000
## 872 0 70 15712 1.000000e+00 0.0000000
## 873 0 146 15712 1.000000e+00 0.0000000
## 874 0 71 15712 1.000000e+00 0.0000000
## 875 0 78 15712 1.000000e+00 0.0000000
## 876 0 110 15712 1.000000e+00 0.0000000
## 877 0 66 15712 1.000000e+00 0.0000000
## 878 0 104 15712 1.000000e+00 0.0000000
## 879 0 70 15712 1.000000e+00 0.0000000
## 880 0 121 15712 1.000000e+00 0.0000000
## 881 0 99 15712 1.000000e+00 0.0000000
## 882 0 135 15712 1.000000e+00 0.0000000
## 883 1 158 15712 3.064240e-01 2.7961120
## 884 0 108 15712 1.000000e+00 0.0000000
## 885 0 137 15712 1.000000e+00 0.0000000
## 886 0 143 15712 1.000000e+00 0.0000000
## 887 0 113 15712 1.000000e+00 0.0000000
## 888 0 133 15712 1.000000e+00 0.0000000
## 889 0 79 15712 1.000000e+00 0.0000000
## 890 0 80 15712 1.000000e+00 0.0000000
## 891 0 87 15712 1.000000e+00 0.0000000
## 892 0 119 15712 1.000000e+00 0.0000000
## 893 0 75 15712 1.000000e+00 0.0000000
## 894 0 113 15712 1.000000e+00 0.0000000
## 895 0 79 15712 1.000000e+00 0.0000000
## 896 0 111 15712 1.000000e+00 0.0000000
## 897 0 89 15712 1.000000e+00 0.0000000
## 898 0 125 15712 1.000000e+00 0.0000000
## 899 0 149 15712 1.000000e+00 0.0000000
## 900 0 98 15712 1.000000e+00 0.0000000
## 901 0 127 15712 1.000000e+00 0.0000000
## 902 0 133 15712 1.000000e+00 0.0000000
## 903 0 103 15712 1.000000e+00 0.0000000
## 904 0 123 15712 1.000000e+00 0.0000000
## 905 0 69 15712 1.000000e+00 0.0000000
## 906 0 145 15712 1.000000e+00 0.0000000
## 907 0 70 15712 1.000000e+00 0.0000000
## 908 0 77 15712 1.000000e+00 0.0000000
## 909 0 109 15712 1.000000e+00 0.0000000
## 910 0 65 15712 1.000000e+00 0.0000000
## 911 0 103 15712 1.000000e+00 0.0000000
## 912 0 69 15712 1.000000e+00 0.0000000
## 913 0 128 15712 1.000000e+00 0.0000000
## 914 0 106 15712 1.000000e+00 0.0000000
## 915 0 142 15712 1.000000e+00 0.0000000
## 916 0 166 15712 1.000000e+00 0.0000000
## 917 0 115 15712 1.000000e+00 0.0000000
## 918 1 143 15712 2.775122e-01 3.1505075
## 919 1 149 15712 2.945407e-01 2.9321210
## 920 1 119 15712 2.052600e-01 4.4830965
## 921 0 140 15712 1.000000e+00 0.0000000
## 922 0 86 15712 1.000000e+00 0.0000000
## 923 0 162 15712 1.000000e+00 0.0000000
## 924 0 87 15712 1.000000e+00 0.0000000
## 925 0 94 15712 1.000000e+00 0.0000000
## 926 0 126 15712 1.000000e+00 0.0000000
## 927 0 82 15712 1.000000e+00 0.0000000
## 928 0 120 15712 1.000000e+00 0.0000000
## 929 0 86 15712 1.000000e+00 0.0000000
## 930 1 106 15712 1.622396e-01 5.8518454
## 931 0 167 15712 1.000000e+00 0.0000000
## 932 0 116 15712 1.000000e+00 0.0000000
## 933 1 144 15712 2.812977e-01 3.0994928
## 934 0 151 15712 1.000000e+00 0.0000000
## 935 0 121 15712 1.000000e+00 0.0000000
## 936 0 87 15712 1.000000e+00 0.0000000
## 937 0 163 15712 1.000000e+00 0.0000000
## 938 0 88 15712 1.000000e+00 0.0000000
## 939 1 94 15712 1.207577e-01 8.1212520
## 940 1 126 15712 2.271366e-01 3.9897426
## 941 0 83 15712 1.000000e+00 0.0000000
## 942 0 87 15712 1.000000e+00 0.0000000
## 943 0 122 15712 1.000000e+00 0.0000000
## 944 0 100 15712 1.000000e+00 0.0000000
## 945 0 136 15712 1.000000e+00 0.0000000
## 946 0 160 15712 1.000000e+00 0.0000000
## 947 1 108 15712 1.726703e-01 5.4551413
## 948 0 138 15712 1.000000e+00 0.0000000
## 949 0 144 15712 1.000000e+00 0.0000000
## 950 0 114 15712 1.000000e+00 0.0000000
## 951 0 134 15712 1.000000e+00 0.0000000
## 952 0 80 15712 1.000000e+00 0.0000000
## 953 0 156 15712 1.000000e+00 0.0000000
## 954 0 81 15712 1.000000e+00 0.0000000
## 955 1 87 15712 1.080719e-01 9.1613280
## 956 0 120 15712 1.000000e+00 0.0000000
## 957 0 76 15712 1.000000e+00 0.0000000
## 958 0 114 15712 1.000000e+00 0.0000000
## 959 0 80 15712 1.000000e+00 0.0000000
## 960 1 129 15712 2.365808e-01 3.8047404
## 961 0 108 15712 1.000000e+00 0.0000000
## 962 0 144 15712 1.000000e+00 0.0000000
## 963 1 167 15712 3.468123e-01 2.3955270
## 964 1 116 15712 1.948175e-01 4.7593579
## 965 0 146 15712 1.000000e+00 0.0000000
## 966 0 152 15712 1.000000e+00 0.0000000
## 967 0 122 15712 1.000000e+00 0.0000000
## 968 1 87 15712 9.337942e-02 10.7783425
## 969 1 163 15712 3.359898e-01 2.4926291
## 970 1 88 15712 9.707802e-02 10.3298729
## 971 0 96 15712 1.000000e+00 0.0000000
## 972 1 127 15712 2.302974e-01 3.9259695
## 973 0 84 15712 1.000000e+00 0.0000000
## 974 0 122 15712 1.000000e+00 0.0000000
## 975 0 88 15712 1.000000e+00 0.0000000
## 976 0 117 15712 1.000000e+00 0.0000000
## 977 0 95 15712 1.000000e+00 0.0000000
## 978 0 131 15712 1.000000e+00 0.0000000
## 979 0 155 15712 1.000000e+00 0.0000000
## 980 0 104 15712 1.000000e+00 0.0000000
## 981 0 133 15712 1.000000e+00 0.0000000
## 982 0 139 15712 1.000000e+00 0.0000000
## 983 0 109 15712 1.000000e+00 0.0000000
## 984 0 129 15712 1.000000e+00 0.0000000
## 985 0 75 15712 1.000000e+00 0.0000000
## 986 0 151 15712 1.000000e+00 0.0000000
## 987 0 76 15712 1.000000e+00 0.0000000
## 988 0 83 15712 1.000000e+00 0.0000000
## 989 0 115 15712 1.000000e+00 0.0000000
## 990 0 71 15712 1.000000e+00 0.0000000
## 991 0 109 15712 1.000000e+00 0.0000000
## 992 0 75 15712 1.000000e+00 0.0000000
## 993 0 107 15712 1.000000e+00 0.0000000
## 994 0 85 15712 1.000000e+00 0.0000000
## 995 1 120 15712 1.890578e-01 4.9336415
## 996 0 145 15712 1.000000e+00 0.0000000
## 997 0 94 15712 1.000000e+00 0.0000000
## 998 0 123 15712 1.000000e+00 0.0000000
## 999 0 129 15712 1.000000e+00 0.0000000
## 1000 0 99 15712 1.000000e+00 0.0000000
## 1001 0 119 15712 1.000000e+00 0.0000000
## 1002 0 65 15712 1.000000e+00 0.0000000
## 1003 0 141 15712 1.000000e+00 0.0000000
## 1004 0 66 15712 1.000000e+00 0.0000000
## 1005 0 73 15712 1.000000e+00 0.0000000
## 1006 0 105 15712 1.000000e+00 0.0000000
## 1007 0 61 15712 1.000000e+00 0.0000000
## 1008 0 99 15712 1.000000e+00 0.0000000
## 1009 0 65 15712 1.000000e+00 0.0000000
## 1010 0 98 15712 1.000000e+00 0.0000000
## 1011 0 76 15712 1.000000e+00 0.0000000
## 1012 0 112 15712 1.000000e+00 0.0000000
## 1013 0 136 15712 1.000000e+00 0.0000000
## 1014 0 85 15712 1.000000e+00 0.0000000
## 1015 1 113 15712 1.543158e-01 6.2101543
## 1016 0 120 15712 1.000000e+00 0.0000000
## 1017 0 90 15712 1.000000e+00 0.0000000
## 1018 0 110 15712 1.000000e+00 0.0000000
## 1019 0 56 15712 1.000000e+00 0.0000000
## 1020 0 132 15712 1.000000e+00 0.0000000
## 1021 0 57 15712 1.000000e+00 0.0000000
## 1022 0 64 15712 1.000000e+00 0.0000000
## 1023 0 52 15712 1.000000e+00 0.0000000
## 1024 0 90 15712 1.000000e+00 0.0000000
## 1025 0 56 15712 1.000000e+00 0.0000000
## 1026 0 98 15712 1.000000e+00 0.0000000
## 1027 0 76 15712 1.000000e+00 0.0000000
## 1028 0 112 15712 1.000000e+00 0.0000000
## 1029 0 136 15712 1.000000e+00 0.0000000
## 1030 0 85 15712 1.000000e+00 0.0000000
## 1031 0 114 15712 1.000000e+00 0.0000000
## 1032 1 119 15712 1.646529e-01 5.7798093
## 1033 0 90 15712 1.000000e+00 0.0000000
## 1034 0 110 15712 1.000000e+00 0.0000000
## 1035 0 56 15712 1.000000e+00 0.0000000
## 1036 1 131 15712 1.849610e-01 5.0756141
## 1037 0 57 15712 1.000000e+00 0.0000000
## 1038 0 64 15712 1.000000e+00 0.0000000
## 1039 0 96 15712 1.000000e+00 0.0000000
## 1040 0 52 15712 1.000000e+00 0.0000000
## 1041 0 90 15712 1.000000e+00 0.0000000
## 1042 0 56 15712 1.000000e+00 0.0000000
## 1043 0 115 15712 1.000000e+00 0.0000000
## 1044 0 93 15712 1.000000e+00 0.0000000
## 1045 0 129 15712 1.000000e+00 0.0000000
## 1046 0 153 15712 1.000000e+00 0.0000000
## 1047 0 102 15712 1.000000e+00 0.0000000
## 1048 1 130 15712 2.264703e-01 4.0072760
## 1049 1 136 15712 2.409091e-01 3.7293506
## 1050 0 107 15712 1.000000e+00 0.0000000
## 1051 0 127 15712 1.000000e+00 0.0000000
## 1052 0 73 15712 1.000000e+00 0.0000000
## 1053 0 149 15712 1.000000e+00 0.0000000
## 1054 0 74 15712 1.000000e+00 0.0000000
## 1055 1 80 15712 9.520887e-02 10.5007622
## 1056 0 113 15712 1.000000e+00 0.0000000
## 1057 0 69 15712 1.000000e+00 0.0000000
## 1058 0 107 15712 1.000000e+00 0.0000000
## 1059 0 98 15712 1.000000e+00 0.0000000
## 1060 0 76 15712 1.000000e+00 0.0000000
## 1061 0 112 15712 1.000000e+00 0.0000000
## 1062 0 136 15712 1.000000e+00 0.0000000
## 1063 0 85 15712 1.000000e+00 0.0000000
## 1064 0 114 15712 1.000000e+00 0.0000000
## 1065 0 120 15712 1.000000e+00 0.0000000
## 1066 0 110 15712 1.000000e+00 0.0000000
## 1067 0 56 15712 1.000000e+00 0.0000000
## 1068 0 132 15712 1.000000e+00 0.0000000
## 1069 0 57 15712 1.000000e+00 0.0000000
## 1070 0 64 15712 1.000000e+00 0.0000000
## 1071 0 96 15712 1.000000e+00 0.0000000
## 1072 0 52 15712 1.000000e+00 0.0000000
## 1073 1 89 15712 1.117144e-01 8.8375721
## 1074 0 56 15712 1.000000e+00 0.0000000
## 1075 0 101 15712 1.000000e+00 0.0000000
## 1076 0 79 15712 1.000000e+00 0.0000000
## 1077 0 115 15712 1.000000e+00 0.0000000
## 1078 0 139 15712 1.000000e+00 0.0000000
## 1079 0 88 15712 1.000000e+00 0.0000000
## 1080 0 117 15712 1.000000e+00 0.0000000
## 1081 1 92 15712 1.215359e-01 8.0580135
## 1082 0 113 15712 1.000000e+00 0.0000000
## 1083 0 135 15712 1.000000e+00 0.0000000
## 1084 0 60 15712 1.000000e+00 0.0000000
## 1085 1 98 15712 1.332567e-01 7.2871883
## 1086 0 55 15712 1.000000e+00 0.0000000
## 1087 0 93 15712 1.000000e+00 0.0000000
## 1088 0 59 15712 1.000000e+00 0.0000000
## 1089 0 105 15712 1.000000e+00 0.0000000
## 1090 0 83 15712 1.000000e+00 0.0000000
## 1091 0 119 15712 1.000000e+00 0.0000000
## 1092 0 143 15712 1.000000e+00 0.0000000
## 1093 1 91 15712 1.236045e-01 7.9020299
## 1094 0 121 15712 1.000000e+00 0.0000000
## 1095 0 127 15712 1.000000e+00 0.0000000
## 1096 0 97 15712 1.000000e+00 0.0000000
## 1097 0 117 15712 1.000000e+00 0.0000000
## 1098 0 63 15712 1.000000e+00 0.0000000
## 1099 0 139 15712 1.000000e+00 0.0000000
## 1100 0 64 15712 1.000000e+00 0.0000000
## 1101 0 71 15712 1.000000e+00 0.0000000
## 1102 0 103 15712 1.000000e+00 0.0000000
## 1103 0 59 15712 1.000000e+00 0.0000000
## 1104 0 97 15712 1.000000e+00 0.0000000
## 1105 0 63 15712 1.000000e+00 0.0000000
## 1106 0 110 15712 1.000000e+00 0.0000000
## 1107 0 88 15712 1.000000e+00 0.0000000
## 1108 0 124 15712 1.000000e+00 0.0000000
## 1109 0 148 15712 1.000000e+00 0.0000000
## 1110 0 97 15712 1.000000e+00 0.0000000
## 1111 0 126 15712 1.000000e+00 0.0000000
## 1112 1 131 15712 2.192250e-01 4.1641127
## 1113 0 102 15712 1.000000e+00 0.0000000
## 1114 0 122 15712 1.000000e+00 0.0000000
## 1115 0 68 15712 1.000000e+00 0.0000000
## 1116 0 144 15712 1.000000e+00 0.0000000
## 1117 0 69 15712 1.000000e+00 0.0000000
## 1118 0 76 15712 1.000000e+00 0.0000000
## 1119 0 108 15712 1.000000e+00 0.0000000
## 1120 0 64 15712 1.000000e+00 0.0000000
## 1121 0 102 15712 1.000000e+00 0.0000000
## 1122 0 68 15712 1.000000e+00 0.0000000
## Jaccard.index FDR Bonferroni
## 1 0.0943396226 3.443770e-50 3.443770e-50
## 2 0.0853242321 1.438970e-23 2.877940e-23
## 3 0.0883720930 4.387399e-18 1.316220e-17
## 4 0.0410714286 1.277009e-15 5.108036e-15
## 5 0.0622950820 7.303754e-15 4.382252e-14
## 6 0.0982142857 7.303754e-15 3.738944e-14
## 7 0.0422297297 1.885645e-13 1.319951e-12
## 8 0.0777777778 1.986286e-09 1.589029e-08
## 9 0.0511627907 2.011317e-08 1.810185e-07
## 10 0.0392156863 1.630042e-05 1.630042e-04
## 11 0.0351758794 1.073465e-04 1.288158e-03
## 12 0.0351758794 1.073465e-04 1.288158e-03
## 13 0.0400000000 5.746723e-04 7.470740e-03
## 14 0.0396039604 1.814333e-03 2.540067e-02
## 15 0.0347222222 1.964460e-03 2.946689e-02
## 16 0.0213523132 3.893404e-03 6.229447e-02
## 17 0.0303030303 5.435640e-03 9.240588e-02
## 18 0.0220588235 6.581387e-03 1.184650e-01
## 19 0.0291970803 1.583045e-02 3.007785e-01
## 20 0.0277777778 1.891920e-02 3.783841e-01
## 21 0.0243902439 2.287981e-02 5.033558e-01
## 22 0.0273972603 2.287981e-02 5.022444e-01
## 23 0.0136986301 3.538045e-02 8.137503e-01
## 24 0.0093283582 4.474122e-02 1.000000e+00
## 25 0.0243902439 4.664502e-02 1.000000e+00
## 26 0.0232558140 5.694206e-02 1.000000e+00
## 27 0.0188679245 9.195243e-02 1.000000e+00
## 28 0.0232558140 9.195243e-02 1.000000e+00
## 29 0.0236220472 9.195243e-02 1.000000e+00
## 30 0.0227272727 1.076118e-01 1.000000e+00
## 31 0.0119658120 1.222139e-01 1.000000e+00
## 32 0.0214285714 1.420859e-01 1.000000e+00
## 33 0.0151515152 1.591382e-01 1.000000e+00
## 34 0.0121951220 1.591382e-01 1.000000e+00
## 35 0.0217391304 1.624901e-01 1.000000e+00
## 36 0.0186915888 1.876096e-01 1.000000e+00
## 37 0.0227272727 1.876096e-01 1.000000e+00
## 38 0.0193548387 2.011495e-01 1.000000e+00
## 39 0.0212765957 2.154332e-01 1.000000e+00
## 40 0.0212765957 2.588575e-01 1.000000e+00
## 41 0.0179640719 2.931895e-01 1.000000e+00
## 42 0.0202020202 2.931895e-01 1.000000e+00
## 43 0.0196078431 3.009236e-01 1.000000e+00
## 44 0.0073145246 3.318861e-01 1.000000e+00
## 45 0.0151515152 3.318861e-01 1.000000e+00
## 46 0.0140350877 3.318861e-01 1.000000e+00
## 47 0.0168539326 3.415773e-01 1.000000e+00
## 48 0.0139372822 3.415773e-01 1.000000e+00
## 49 0.0169491525 3.415773e-01 1.000000e+00
## 50 0.0115702479 3.737762e-01 1.000000e+00
## 51 0.0109289617 4.047554e-01 1.000000e+00
## 52 0.0161290323 4.128240e-01 1.000000e+00
## 53 0.0156250000 4.325993e-01 1.000000e+00
## 54 0.0101351351 4.421347e-01 1.000000e+00
## 55 0.0168067227 4.620090e-01 1.000000e+00
## 56 0.0166666667 4.673005e-01 1.000000e+00
## 57 0.0142180095 4.697162e-01 1.000000e+00
## 58 0.0163934426 4.697162e-01 1.000000e+00
## 59 0.0162601626 4.697162e-01 1.000000e+00
## 60 0.0157480315 5.384720e-01 1.000000e+00
## 61 0.0069444444 5.705623e-01 1.000000e+00
## 62 0.0152671756 5.822166e-01 1.000000e+00
## 63 0.0149253731 5.988215e-01 1.000000e+00
## 64 0.0148148148 6.003868e-01 1.000000e+00
## 65 0.0149253731 6.003868e-01 1.000000e+00
## 66 0.0078740157 6.075009e-01 1.000000e+00
## 67 0.0112359551 6.078439e-01 1.000000e+00
## 68 0.0144927536 6.078439e-01 1.000000e+00
## 69 0.0133333333 6.449424e-01 1.000000e+00
## 70 0.0142857143 6.449424e-01 1.000000e+00
## 71 0.0083333333 6.842054e-01 1.000000e+00
## 72 0.0188679245 6.991418e-01 1.000000e+00
## 73 0.0130718954 7.360066e-01 1.000000e+00
## 74 0.0053956835 7.599303e-01 1.000000e+00
## 75 0.0131578947 7.599303e-01 1.000000e+00
## 76 0.0107142857 7.599303e-01 1.000000e+00
## 77 0.0172413793 7.599303e-01 1.000000e+00
## 78 0.0098684211 7.826143e-01 1.000000e+00
## 79 0.0124610592 7.826143e-01 1.000000e+00
## 80 0.0163934426 7.826143e-01 1.000000e+00
## 81 0.0163934426 7.826143e-01 1.000000e+00
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## 1122 0.0000000000 1.000000e+00 1.000000e+00
top.bulk.mods <- head(MOD.dt, 10)$Module1.name %>% unique()
# One hub per module
bulk.hubs <- data.table::fread("./Data/Katia_Modules/hubs_gencode30.tbl.txt")
top.bulk.hubs <- subset(bulk.hubs, module %in% top.bulk.mods)
# Plot hub expression in sc data
monocle3::plot_cells(cds,
genes=top.bulk.hubs$symbol,
group_cells_by="cluster",
color_cells_by="cluster",
show_trajectory_graph=F) # rasterize = T (for super high-res figures)